[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-693ac8735663ebd4-agentpatch-coarse-to-fine-repair-for-merging-multi-summary":3,"summaries-facets-categories":98,"summary-related-693ac8735663ebd4-agentpatch-coarse-to-fine-repair-for-merging-multi-summary":6516},{"id":4,"title":5,"ai":6,"body":13,"categories":63,"created_at":65,"date_modified":65,"description":57,"extension":66,"faq":65,"featured":67,"kicker_label":65,"meta":68,"navigation":81,"path":82,"published_at":83,"question":65,"scraped_at":83,"seo":84,"sitemap":85,"source_id":86,"source_name":87,"source_type":88,"source_url":73,"stem":89,"tags":90,"thumbnail_url":65,"tldr":95,"tweet":65,"unknown_tags":96,"__hash__":97},"summaries\u002Fsummaries\u002F693ac8735663ebd4-agentpatch-coarse-to-fine-repair-for-merging-multi-summary.md","AgentPatch: Coarse-to-Fine Repair for Merging Multimodal AI Agents",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",4021,570,2745,0.00186025,{"type":14,"value":15,"toc":56},"minimark",[16,21,25,29,32,49,53],[17,18,20],"h2",{"id":19},"the-challenge-of-merging-multimodal-agents","The Challenge of Merging Multimodal Agents",[22,23,24],"p",{},"Merging specialized multimodal large language models (MLLMs) often leads to 'catastrophic forgetting' or performance degradation, particularly in agentic tasks that require complex reasoning across diverse domains. When models are merged, the resulting weights often conflict, causing the model to lose proficiency in specific tasks where the individual source models previously excelled. AgentPatch addresses this by moving beyond simple weight averaging to a targeted, task-specific repair mechanism.",[17,26,28],{"id":27},"the-coarse-to-fine-repair-strategy","The Coarse-to-Fine Repair Strategy",[22,30,31],{},"AgentPatch operates on a two-stage 'coarse-to-fine' methodology to restore performance in merged models:",[33,34,35,43],"ol",{},[36,37,38,42],"li",{},[39,40,41],"strong",{},"Coarse Identification",": The system first identifies 'weak tasks'—specific capabilities where the merged model underperforms compared to its parent models. This is achieved by evaluating the model across a diverse set of agentic benchmarks to pinpoint where the merging process introduced regressions.",[36,44,45,48],{},[39,46,47],{},"Fine-Grained Repair",": Once weak tasks are identified, AgentPatch applies a surgical update to the model's parameters. Instead of retraining the entire model, it isolates the specific weights responsible for the task-specific degradation and applies a corrective patch. This ensures that the global performance of the merged model is maintained while the specific weak-task capabilities are restored to their original (or improved) levels.",[17,50,52],{"id":51},"why-this-matters-for-ai-engineering","Why This Matters for AI Engineering",[22,54,55],{},"This approach is significant for developers building agentic systems because it enables the creation of 'super-agents' by combining specialized models without the need for massive, compute-intensive retraining. By treating model merging as a modular engineering problem—where specific capabilities can be patched—AgentPatch provides a more efficient path to deploying multimodal agents that need to excel at a wide range of disparate tasks, from visual reasoning to complex tool usage.",{"title":57,"searchDepth":58,"depth":58,"links":59},"",2,[60,61,62],{"id":19,"depth":58,"text":20},{"id":27,"depth":58,"text":28},{"id":51,"depth":58,"text":52},[64],"AI & LLMs",null,"md",false,{"content_references":69,"triage":75},[70],{"type":71,"title":72,"url":73,"context":74},"paper","AgentPatch: Coarse-to-Fine Weak-Task Repair for Merging Agentic Multimodal Large Language Models","https:\u002F\u002Farxiv.org\u002Fabs\u002F2608.06699","cited",{"relevance":76,"novelty":77,"quality":77,"actionability":78,"composite":79,"reasoning":80},5,4,3,4.15,"Category: AI & LLMs. The article discusses a novel approach to improving the performance of merged multimodal AI agents, addressing a specific pain point in AI engineering related to model degradation. It provides a detailed methodology that could inspire actionable strategies for developers working on agentic systems.",true,"\u002Fsummaries\u002F693ac8735663ebd4-agentpatch-coarse-to-fine-repair-for-merging-multi-summary","2026-08-11 03:21:37",{"title":5,"description":57},{"loc":82},"693ac8735663ebd4","arXiv cs.AI","article","summaries\u002F693ac8735663ebd4-agentpatch-coarse-to-fine-repair-for-merging-multi-summary",[91,92,93,94],"llm","agents","machine-learning","research","AgentPatch improves the performance of merged multimodal LLMs by identifying and repairing specific weak-task capabilities through a coarse-to-fine optimization process, preventing the performance degradation typical of model merging.",[],"DtPNptWAUitfJq4M17JCratram6VaUWjKVxw8VZaqJE",[99,101,104,106,109,111,114,117,119,121,123,126,128,130,132,134,137,139,141,143,145,148,151,153,155,157,159,161,163,165,167,169,171,173,175,177,179,181,183,185,187,189,191,194,196,198,200,202,204,206,208,210,212,214,216,218,220,223,225,227,229,231,233,235,237,239,241,243,245,247,249,251,253,255,257,260,262,264,266,268,270,272,274,276,278,280,282,284,286,289,291,293,295,297,299,301,303,305,307,309,311,313,315,317,319,321,323,325,327,329,331,333,335,337,339,341,343,345,347,349,352,354,356,358,360,362,364,366,368,370,372,375,377,379,381,383,385,387,389,391,393,395,397,399,401,403,405,408,410,412,414,416,418,420,422,424,426,428,431,433,435,437,439,441,443,445,447,449,451,453,455,457,459,461,463,465,467,469,471,473,475,477,479,481,483,486,488,490,493,495,497,499,501,503,505,507,509,511,513,515,517,519,522,524,526,528,530,532,534,536,538,540,542,544,547,549,551,553,555,557,559,561,563,565,567,569,571,573,575,577,579,581,583,585,587,589,591,593,595,597,599,601,603,605,607,609,611,613,615,617,619,621,623,625,627,629,631,633,635,637,639,641,643,645,647,649,651,653,655,657,659,661,663,665,667,669,671,673,675,677,679,681,683,685,687,689,691,693,695,697,699,701,703,705,707,709,711,713,715,717,719,721,723,725,727,729,731,733,735,737,739,741,743,745,747,749,751,753,755,757,759,761,763,765,767,769,771,773,775,777,779,781,783,785,787,789,791,793,795,797,799,801,803,805,807,809,811,813,815,817,819,822,824,826,828,830,833,835,837,839,841,843,845,847,849,851,853,855,858,860,862,864,866,868,870,872,874,876,878,880,882,884,886,888,890,892,894,896,898,900,902,904,906,908,910,912,914,916,918,920,922,924,926,928,930,932,934,936,938,940,942,944,946,948,950,952,954,956,958,960,962,964,966,968,970,972,974,976,978,980,982,984,986,988,990,992,994,996,998,1000,1002,1004,1006,1008,1010,1012,1014,1016,1018,1020,1022,1024,1026,1028,1030,1032,1034,1036,1038,1040,1042,1044,1046,1048,1050,1052,1054,1056,1058,1060,1062,1064,1066,1068,1070,1072,1074,1076,1078,1080,1082,1084,1086,1088,1090,1092,1094,1096,1098,1100,1102,1104,1106,1108,1110,1112,1114,1116,1118,1120,1122,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1157,1159,1161,1163,1165,1167,1169,1171,1173,1175,1177,1179,1181,1183,1185,1187,1189,1191,1193,1195,1197,1199,1201,1203,1205,1207,1209,1211,1213,1215,1217,1219,1221,1223,1225,1227,1229,1231,1233,1235,1237,1239,1241,1243,1245,1247,1249,1251,1253,1255,1257,1259,1261,1263,1265,1267,1269,1271,1273,1275,1277,1279,1281,1283,1285,1287,1289,1291,1293,1295,1297,1299,1301,1303,1305,1307,1309,1311,1313,1315,1317,1319,1321,1323,1325,1327,1329,1331,1333,1335,1337,1339,1341,1343,1345,1348,1350,1352,1354,1356,1358,1360,1362,1364,1366,1368,1370,1372,1374,1376,1378,1380,1382,1384,1386,1388,1390,1392,1394,1396,1398,1400,1402,1404,1406,1408,1410,1412,1414,1416,1418,1420,1422,1424,1426,1428,1430,1432,1434,1436,1438,1440,1442,1444,1446,1448,1450,1452,1454,1456,1458,1460,1462,1464,1466,1468,1470,1472,1474,1476,1478,1481,1483,1485,1487,1489,1491,1493,1495,1497,1499,1501,1503,1505,1507,1509,1511,1513,1515,1517,1519,1521,1523,1525,1527,1529,1531,1533,1535,1537,1539,1541,1543,1545,1547,1549,1551,1553,1555,1557,1559,1561,1563,1565,1567,1569,1571,1573,1575,1577,1579,1581,1583,1585,1587,1589,1591,1593,1595,1597,1599,1601,1603,1605,1607,1609,1611,1613,1615,1617,1619,1621,1623,1626,1628,1630,1632,1634,1636,1638,1640,1642,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678,1680,1682,1684,1687,1689,1691,1693,1695,1697,1699,1701,1703,1705,1707,1709,1711,1713,1715,1717,1719,1721,1723,1725,1727,1729,1731,1733,1735,1737,1739,1741,1743,1745,1747,1749,1751,1753,1755,1757,1759,1761,1763,1765,1767,1769,1771,1773,1775,1777,1779,1781,1783,1785,1787,1789,1791,1793,1795,1797,1799,1801,1803,1805,1807,1809,1811,1813,1815,1817,1819,1821,1823,1825,1827,1829,1831,1833,1835,1837,1839,1841,1843,1845,1847,1849,1851,1853,1855,1857,1859,1861,1863,1865,1867,1869,1871,1873,1875,1877,1879,1881,1883,1885,1887,1889,1891,1893,1895,1897,1899,1901,1903,1905,1907,1909,1911,1913,1915,1917,1919,1921,1923,1925,1927,1929,1931,1933,1935,1937,1939,1941,1943,1945,1947,1949,1951,1953,1955,1957,1959,1961,1963,1965,1967,1969,1971,1973,1975,1977,1979,1981,1983,1985,1987,1989,1991,1993,1995,1997,1999,2001,2003,2005,2007,2009,2011,2013,2015,2017,2019,2021,2023,2025,2027,2029,2031,2033,2035,2037,2039,2041,2043,2045,2047,2049,2051,2053,2055,2057,2059,2061,2063,2065,2067,2069,2071,2073,2075,2077,2079,2081,2083,2085,2088,2090,2092,2094,2096,2098,2100,2102,2104,2106,2108,2110,2112,2114,2116,2118,2120,2122,2124,2126,2128,2130,2132,2134,2136,2138,2140,2142,2144,2146,2148,2150,2152,2154,2156,2158,2160,2162,2164,2166,2168,2171,2173,2175,2177,2179,2181,2183,2185,2187,2189,2191,2193,2195,2197,2199,2201,2203,2205,2207,2209,2211,2213,2215,2217,2219,2221,2223,2225,2227,2229,2231,2233,2235,2237,2239,2241,2243,2245,2247,2249,2251,2253,2255,2257,2259,2261,2263,2265,2267,2269,2271,2273,2275,2277,2279,2281,2284,2286,2288,2290,2292,2294,2296,2298,2300,2302,2304,2306,2308,2310,2312,2314,2316,2318,2320,2322,2325,2327,2329,2331,2333,2335,2337,2339,2341,2343,2345,2347,2349,2351,2353,2355,2357,2359,2361,2363,2365,2367,2369,2371,2373,2375,2377,2379,2381,2383,2385,2387,2389,2391,2393,2395,2397,2399,2401,2403,2405,2407,2409,2411,2413,2415,2417,2419,2421,2423,2425,2427,2429,2431,2433,2435,2437,2439,2441,2443,2445,2447,2449,2451,2453,2455,2457,2459,2461,2463,2465,2467,2469,2471,2473,2475,2477,2479,2481,2483,2485,2487,2489,2491,2493,2495,2497,2499,2501,2503,2505,2507,2509,2511,2513,2515,2517,2519,2521,2523,2525,2527,2529,2531,2533,2535,2537,2539,2541,2543,2545,2547,2549,2551,2553,2555,2557,2559,2561,2563,2565,2567,2569,2571,2573,2575,2577,2579,2581,2583,2585,2587,2589,2591,2593,2595,2597,2599,2601,2603,2605,2607,2609,2611,2613,2615,2617,2619,2621,2623,2625,2627,2629,2631,2633,2635,2637,2639,2641,2643,2645,2647,2649,2651,2653,2655,2657,2659,2661,2663,2665,2667,2669,2671,2673,2675,2677,2679,2681,2683,2685,2687,2689,2691,2693,2695,2697,2699,2701,2703,2705,2707,2709,2711,2713,2715,2717,2719,2721,2723,2725,2727,2729,2731,2733,2735,2737,2739,2741,2743,2745,2747,2749,2751,2753,2755,2757,2759,2761,2763,2765,2767,2769,2771,2773,2775,2777,2779,2781,2783,2785,2787,2789,2791,2793,2795,2797,2799,2801,2803,2805,2807,2809,2811,2813,2815,2817,2819,2821,2823,2825,2827,2829,2831,2833,2835,2837,2839,2841,2843,2845,2847,2849,2851,2853,2855,2857,2859,2861,2863,2865,2867,2869,2871,2873,2875,2877,2879,2881,2883,2885,2887,2889,2891,2893,2895,2897,2899,2901,2903,2905,2907,2909,2911,2913,2915,2917,2919,2921,2923,2926,2928,2930,2932,2934,2936,2938,2940,2942,2944,2946,2948,2950,2952,2954,2956,2958,2960,2962,2964,2966,2968,2970,2972,2974,2976,2978,2980,2982,2984,2986,2988,2990,2992,2994,2996,2998,3000,3002,3004,3006,3008,3010,3012,3014,3016,3018,3020,3022,3024,3026,3028,3030,3032,3034,3036,3038,3041,3043,3045,3047,3049,3051,3053,3055,3057,3059,3061,3063,3065,3067,3069,3071,3073,3075,3077,3079,3081,3083,3085,3087,3089,3091,3093,3095,3097,3099,3101,3103,3105,3107,3109,3111,3113,3115,3117,3119,3121,3123,3125,3127,3129,3131,3133,3135,3137,3139,3141,3143,3145,3147,3149,3151,3153,3155,3157,3159,3161,3163,3165,3167,3169,3171,3173,3175,3177,3179,3181,3183,3185,3187,3189,3191,3193,3195,3197,3199,3201,3203,3205,3207,3209,3211,3213,3215,3217,3219,3221,3223,3225,3227,3229,3231,3233,3235,3237,3239,3241,3243,3245,3247,3249,3251,3253,3255,3257,3259,3261,3263,3265,3267,3269,3271,3273,3275,3277,3279,3281,3283,3285,3287,3289,3291,3293,3295,3297,3299,3301,3303,3305,3307,3309,3311,3313,3315,3317,3319,3321,3323,3325,3327,3329,3331,3333,3335,3337,3339,3341,3343,3345,3347,3349,3351,3353,3355,3357,3359,3361,3363,3365,3367,3369,3371,3373,3375,3377,3379,3381,3383,3385,3387,3389,3391,3393,3395,3397,3399,3401,3403,3405,3407,3409,3411,3413,3415,3417,3419,3421,3423,3425,3427,3429,3431,3433,3435,3437,3439,3441,3443,3445,3447,3449,3451,3453,3455,3457,3459,3461,3463,3465,3467,3469,3471,3473,3475,3477,3479,3481,3483,3485,3487,3489,3491,3493,3495,3497,3499,3501,3503,3505,3507,3509,3511,3513,3515,3517,3519,3521,3523,3525,3527,3529,3531,3533,3535,3537,3539,3541,3543,3545,3547,3549,3551,3553,3555,3557,3559,3561,3563,3565,3567,3569,3571,3573,3575,3577,3579,3581,3583,3585,3587,3589,3591,3593,3595,3597,3599,3601,3603,3605,3607,3609,3611,3613,3615,3617,3619,3621,3623,3625,3627,3629,3631,3633,3635,3637,3639,3641,3643,3645,3647,3649,3651,3653,3655,3657,3659,3661,3663,3665,3667,3669,3671,3673,3675,3677,3679,3681,3683,3685,3687,3689,3691,3693,3695,3697,3699,3701,3703,3705,3707,3709,3711,3713,3715,3717,3719,3721,3723,3725,3727,3729,3731,3733,3735,3737,3739,3741,3743,3745,3747,3749,3751,3753,3755,3757,3759,3761,3763,3765,3767,3769,3771,3773,3775,3777,3779,3781,3783,3785,3787,3789,3791,3793,3795,3797,3799,3801,3803,3805,3807,3809,3811,3813,3815,3817,3819,3821,3823,3825,3827,3829,3831,3833,3835,3837,3839,3841,3843,3845,3847,3849,3851,3853,3855,3857,3859,3861,3863,3865,3867,3869,3871,3873,3875,3877,3879,3881,3883,3885,3887,3889,3891,3893,3895,3897,3899,3901,3903,3905,3907,3909,3911,3913,3915,3917,3919,3921,3923,3925,3927,3929,3931,3933,3935,3937,3939,3941,3943,3945,3947,3949,3951,3953,3955,3957,3959,3961,3963,3965,3967,3969,3971,3973,3975,3977,3979,3981,3983,3985,3987,3989,3991,3993,3995,3997,3999,4001,4003,4005,4007,4009,4011,4013,4015,4017,4019,4021,4023,4025,4027,4029,4031,4033,4035,4037,4039,4041,4043,4045,4047,4049,4051,4053,4055,4057,4059,4061,4063,4065,4067,4069,4071,4073,4075,4077,4079,4081,4083,4085,4087,4089,4091,4093,4095,4097,4099,4101,4103,4105,4107,4109,4111,4113,4115,4117,4119,4121,4123,4125,4127,4129,4131,4133,4135,4137,4139,4141,4143,4145,4147,4149,4151,4153,4155,4157,4159,4161,4163,4165,4167,4169,4171,4173,4175,4177,4179,4181,4183,4185,4187,4189,4191,4193,4195,4197,4199,4201,4203,4205,4207,4209,4211,4213,4215,4217,4219,4221,4223,4225,4228,4230,4232,4234,4236,4238,4240,4242,4244,4246,4248,4250,4252,4254,4256,4258,4260,4262,4264,4266,4268,4270,4272,4274,4276,4278,4280,4282,4284,4286,4288,4290,4292,4294,4296,4298,4300,4302,4304,4306,4308,4310,4312,4314,4316,4318,4320,4322,4324,4326,4328,4330,4332,4334,4336,4338,4340,4342,4344,4346,4348,4350,4352,4354,4356,4358,4360,4362,4364,4366,4368,4370,4372,4374,4376,4378,4380,4382,4384,4386,4388,4390,4392,4394,4396,4398,4400,4402,4404,4406,4408,4410,4412,4414,4416,4418,4420,4422,4424,4426,4428,4430,4432,4434,4436,4438,4440,4442,4444,4446,4448,4450,4452,4454,4456,4458,4460,4462,4464,4466,4468,4470,4472,4474,4476,4478,4480,4482,4484,4486,4488,4490,4492,4494,4496,4498,4500,4502,4504,4506,4508,4510,4512,4514,4516,4518,4520,4522,4524,4526,4528,4530,4532,4534,4536,4538,4540,4542,4544,4546,4548,4550,4552,4554,4556,4558,4560,4562,4564,4566,4568,4570,4572,4574,4576,4578,4580,4582,4584,4586,4588,4590,4592,4594,4596,4598,4600,4602,4604,4606,4608,4610,4612,4614,4616,4618,4620,4622,4624,4626,4628,4630,4632,4634,4636,4638,4640,4642,4644,4646,4648,4650,4652,4654,4656,4658,4660,4662,4664,4666,4668,4670,4672,4674,4676,4678,4680,4682,4684,4686,4688,4690,4692,4694,4696,4698,4700,4702,4704,4706,4708,4710,4712,4714,4716,4718,4720,4722,4724,4726,4728,4730,4732,4734,4736,4738,4740,4742,4744,4746,4748,4750,4752,4754,4756,4758,4760,4762,4764,4766,4768,4770,4772,4774,4776,4778,4780,4782,4784,4786,4788,4790,4792,4794,4796,4798,4800,4802,4804,4806,4808,4810,4812,4814,4816,4818,4820,4822,4824,4826,4828,4830,4832,4834,4836,4838,4840,4842,4844,4846,4848,4850,4852,4854,4856,4858,4860,4862,4864,4866,4868,4870,4872,4874,4876,4878,4880,4882,4884,4886,4888,4890,4892,4894,4896,4898,4900,4902,4904,4906,4908,4910,4912,4914,4916,4918,4920,4922,4924,4926,4928,4930,4932,4934,4936,4938,4940,4942,4944,4946,4948,4950,4952,4954,4956,4958,4960,4962,4964,4966,4968,4970,4972,4974,4976,4978,4980,4982,4984,4986,4988,4990,4992,4994,4996,4998,5000,5002,5004,5006,5008,5010,5012,5014,5016,5018,5020,5022,5025,5027,5029,5031,5033,5035,5037,5039,5041,5043,5045,5047,5049,5051,5053,5055,5057,5059,5061,5063,5065,5067,5069,5071,5073,5075,5077,5079,5081,5083,5085,5087,5089,5091,5093,5095,5097,5099,5101,5103,5105,5107,5109,5111,5113,5115,5117,5119,5121,5123,5125,5127,5129,5131,5133,5135,5137,5139,5141,5143,5145,5147,5149,5151,5153,5155,5157,5159,5161,5163,5165,5167,5169,5171,5173,5175,5177,5179,5181,5183,5185,5187,5189,5191,5193,5195,5197,5199,5201,5203,5205,5207,5209,5211,5213,5216,5218,5220,5222,5224,5226,5228,5230,5232,5234,5236,5238,5240,5242,5244,5246,5248,5250,5252,5254,5256,5258,5260,5262,5264,5266,5268,5270,5272,5274,5276,5278,5280,5282,5284,5286,5288,5290,5292,5294,5296,5298,5300,5302,5304,5306,5308,5310,5312,5314,5316,5318,5320,5322,5324,5326,5328,5330,5332,5334,5336,5338,5340,5342,5344,5346,5348,5350,5352,5354,5356,5358,5360,5362,5364,5366,5368,5370,5372,5374,5376,5378,5380,5382,5384,5386,5388,5390,5392,5394,5396,5398,5400,5402,5404,5406,5408,5410,5412,5414,5416,5418,5420,5422,5424,5426,5428,5430,5432,5434,5436,5438,5440,5442,5444,5446,5448,5450,5452,5454,5456,5458,5460,5462,5464,5466,5468,5470,5472,5474,5476,5478,5480,5482,5484,5486,5488,5490,5492,5494,5496,5498,5500,5502,5504,5506,5508,5510,5512,5514,5516,5518,5520,5522,5524,5526,5528,5530,5532,5534,5536,5538,5540,5542,5544,5546,5548,5550,5552,5554,5556,5558,5560,5562,5564,5566,5568,5570,5572,5574,5576,5578,5580,5582,5584,5586,5588,5590,5592,5594,5596,5598,5600,5602,5604,5606,5608,5610,5612,5614,5616,5618,5620,5622,5624,5626,5628,5630,5632,5634,5636,5638,5640,5642,5644,5646,5648,5650,5652,5654,5656,5658,5660,5662,5664,5666,5668,5670,5672,5674,5676,5678,5680,5682,5684,5686,5688,5690,5692,5694,5696,5698,5700,5702,5704,5706,5708,5710,5712,5714,5716,5718,5720,5722,5724,5726,5728,5730,5732,5734,5736,5738,5740,5742,5744,5746,5748,5750,5752,5754,5756,5758,5760,5762,5764,5766,5768,5770,5772,5774,5776,5778,5780,5782,5784,5786,5788,5790,5792,5794,5796,5798,5800,5802,5804,5806,5808,5810,5812,5814,5816,5818,5820,5822,5824,5826,5828,5830,5832,5834,5836,5838,5840,5842,5844,5846,5848,5850,5852,5854,5856,5858,5860,5862,5864,5866,5868,5870,5872,5874,5876,5878,5880,5882,5884,5886,5888,5890,5892,5894,5896,5898,5900,5902,5904,5906,5908,5910,5912,5914,5916,5918,5920,5922,5924,5926,5928,5930,5932,5934,5936,5938,5940,5942,5944,5946,5948,5950,5952,5954,5956,5958,5960,5962,5964,5966,5968,5970,5972,5974,5976,5978,5980,5982,5984,5986,5988,5990,5992,5994,5996,5998,6000,6002,6004,6006,6008,6010,6012,6014,6016,6018,6020,6022,6024,6026,6028,6030,6032,6034,6036,6038,6040,6042,6044,6046,6048,6050,6052,6054,6056,6058,6060,6062,6064,6066,6068,6070,6072,6074,6076,6078,6080,6082,6084,6086,6088,6090,6092,6094,6096,6098,6100,6102,6104,6106,6108,6110,6112,6114,6116,6118,6120,6122,6124,6126,6128,6130,6132,6134,6136,6138,6140,6142,6144,6146,6148,6150,6152,6154,6156,6158,6160,6162,6164,6166,6168,6170,6172,6174,6176,6178,6180,6182,6184,6186,6188,6190,6192,6194,6196,6198,6200,6202,6204,6206,6208,6210,6212,6214,6216,6218,6220,6222,6224,6226,6228,6230,6232,6234,6236,6238,6240,6242,6244,6246,6248,6250,6252,6254,6256,6258,6260,6262,6264,6266,6268,6270,6272,6274,6276,6278,6280,6282,6284,6286,6288,6290,6292,6294,6296,6298,6300,6302,6304,6306,6308,6310,6312,6314,6316,6318,6320,6322,6324,6326,6328,6330,6332,6334,6336,6338,6340,6342,6344,6346,6348,6350,6352,6354,6356,6358,6360,6362,6364,6366,6368,6370,6372,6374,6376,6378,6380,6382,6384,6386,6388,6390,6392,6394,6396,6398,6400,6402,6404,6406,6408,6410,6412,6414,6416,6418,6420,6422,6424,6426,6428,6430,6432,6434,6436,6438,6440,6442,6444,6446,6448,6450,6452,6454,6456,6458,6460,6462,6464,6466,6468,6470,6472,6474,6476,6478,6480,6482,6484,6486,6488,6490,6492,6494,6496,6498,6500,6502,6504,6506,6508,6510,6512,6514],{"categories":100},[64],{"categories":102},[103],"Developer Productivity",{"categories":105},[64],{"categories":107},[108],"Business & SaaS",{"categories":110},[64],{"categories":112},[113],"AI Automation",{"categories":115},[116],"Product Strategy",{"categories":118},[64],{"categories":120},[103],{"categories":122},[113],{"categories":124},[125],"Software Engineering",{"categories":127},[64],{"categories":129},[108],{"categories":131},[],{"categories":133},[64],{"categories":135},[136],"Inference & Serving",{"categories":138},[64],{"categories":140},[64],{"categories":142},[113],{"categories":144},[],{"categories":146},[147],"AI News & Trends",{"categories":149},[150],"Data Science & Visualization",{"categories":152},[113],{"categories":154},[64],{"categories":156},[64],{"categories":158},[108],{"categories":160},[103],{"categories":162},[64],{"categories":164},[113],{"categories":166},[147],{"categories":168},[113],{"categories":170},[113],{"categories":172},[64],{"categories":174},[113],{"categories":176},[64],{"categories":178},[64],{"categories":180},[64],{"categories":182},[147],{"categories":184},[64],{"categories":186},[64],{"categories":188},[64],{"categories":190},[],{"categories":192},[193],"Design & Frontend",{"categories":195},[150],{"categories":197},[147],{"categories":199},[64],{"categories":201},[64],{"categories":203},[64],{"categories":205},[],{"categories":207},[64],{"categories":209},[64],{"categories":211},[113],{"categories":213},[125],{"categories":215},[64],{"categories":217},[113],{"categories":219},[64],{"categories":221},[222],"Marketing & Growth",{"categories":224},[193],{"categories":226},[64],{"categories":228},[113],{"categories":230},[64],{"categories":232},[125],{"categories":234},[],{"categories":236},[],{"categories":238},[193],{"categories":240},[64],{"categories":242},[113],{"categories":244},[103],{"categories":246},[125],{"categories":248},[113],{"categories":250},[193],{"categories":252},[116],{"categories":254},[64],{"categories":256},[125],{"categories":258},[259],"DevOps & Cloud",{"categories":261},[113],{"categories":263},[116],{"categories":265},[147],{"categories":267},[64],{"categories":269},[],{"categories":271},[64],{"categories":273},[64],{"categories":275},[],{"categories":277},[113],{"categories":279},[125],{"categories":281},[],{"categories":283},[125],{"categories":285},[64],{"categories":287},[288],"Governance & Standards",{"categories":290},[108],{"categories":292},[],{"categories":294},[],{"categories":296},[64],{"categories":298},[64],{"categories":300},[113],{"categories":302},[64],{"categories":304},[64],{"categories":306},[113],{"categories":308},[64],{"categories":310},[64],{"categories":312},[64],{"categories":314},[],{"categories":316},[125],{"categories":318},[],{"categories":320},[],{"categories":322},[64],{"categories":324},[125],{"categories":326},[],{"categories":328},[125],{"categories":330},[64],{"categories":332},[64],{"categories":334},[222],{"categories":336},[64],{"categories":338},[64],{"categories":340},[193],{"categories":342},[193],{"categories":344},[64],{"categories":346},[125],{"categories":348},[113],{"categories":350},[351],"GovTech & Public-Sector Adoption",{"categories":353},[125],{"categories":355},[64],{"categories":357},[64],{"categories":359},[64],{"categories":361},[113],{"categories":363},[113],{"categories":365},[150],{"categories":367},[64],{"categories":369},[147],{"categories":371},[113],{"categories":373},[374],"Legal AI Tools",{"categories":376},[64],{"categories":378},[113],{"categories":380},[64],{"categories":382},[222],{"categories":384},[113],{"categories":386},[116],{"categories":388},[64],{"categories":390},[125],{"categories":392},[351],{"categories":394},[],{"categories":396},[113],{"categories":398},[],{"categories":400},[108],{"categories":402},[113],{"categories":404},[113],{"categories":406},[407],"RAG & Retrieval",{"categories":409},[108],{"categories":411},[64],{"categories":413},[125],{"categories":415},[125],{"categories":417},[259],{"categories":419},[193],{"categories":421},[113],{"categories":423},[64],{"categories":425},[64],{"categories":427},[],{"categories":429},[430],"Agents & Orchestration",{"categories":432},[125],{"categories":434},[64],{"categories":436},[],{"categories":438},[113],{"categories":440},[108],{"categories":442},[],{"categories":444},[64],{"categories":446},[],{"categories":448},[64],{"categories":450},[103],{"categories":452},[125],{"categories":454},[108],{"categories":456},[64],{"categories":458},[113],{"categories":460},[64],{"categories":462},[147],{"categories":464},[64],{"categories":466},[],{"categories":468},[64],{"categories":470},[],{"categories":472},[125],{"categories":474},[64],{"categories":476},[150],{"categories":478},[],{"categories":480},[64],{"categories":482},[193],{"categories":484},[485],"Models & Frontier Labs",{"categories":487},[],{"categories":489},[193],{"categories":491},[492],"Regulation & Governance of AI",{"categories":494},[113],{"categories":496},[],{"categories":498},[64],{"categories":500},[64],{"categories":502},[113],{"categories":504},[147],{"categories":506},[108],{"categories":508},[64],{"categories":510},[],{"categories":512},[125],{"categories":514},[113],{"categories":516},[64],{"categories":518},[116],{"categories":520},[521],"AI Policy & Regulation",{"categories":523},[],{"categories":525},[64],{"categories":527},[113],{"categories":529},[116],{"categories":531},[113],{"categories":533},[64],{"categories":535},[64],{"categories":537},[64],{"categories":539},[113],{"categories":541},[],{"categories":543},[150],{"categories":545},[546],"Evals & Reliability",{"categories":548},[64],{"categories":550},[64],{"categories":552},[],{"categories":554},[103],{"categories":556},[351],{"categories":558},[521],{"categories":560},[64],{"categories":562},[108],{"categories":564},[64],{"categories":566},[113],{"categories":568},[64],{"categories":570},[113],{"categories":572},[430],{"categories":574},[64],{"categories":576},[125],{"categories":578},[64],{"categories":580},[],{"categories":582},[],{"categories":584},[64],{"categories":586},[351],{"categories":588},[64],{"categories":590},[64],{"categories":592},[64],{"categories":594},[],{"categories":596},[193],{"categories":598},[],{"categories":600},[64],{"categories":602},[],{"categories":604},[113],{"categories":606},[64],{"categories":608},[193],{"categories":610},[],{"categories":612},[64],{"categories":614},[64],{"categories":616},[150],{"categories":618},[113],{"categories":620},[64],{"categories":622},[108],{"categories":624},[113],{"categories":626},[64],{"categories":628},[64],{"categories":630},[125],{"categories":632},[193],{"categories":634},[64],{"categories":636},[113],{"categories":638},[],{"categories":640},[125],{"categories":642},[113],{"categories":644},[150],{"categories":646},[],{"categories":648},[64],{"categories":650},[147],{"categories":652},[64],{"categories":654},[],{"categories":656},[64],{"categories":658},[64],{"categories":660},[64],{"categories":662},[108,222],{"categories":664},[],{"categories":666},[64],{"categories":668},[64],{"categories":670},[113],{"categories":672},[64],{"categories":674},[],{"categories":676},[],{"categories":678},[64],{"categories":680},[193],{"categories":682},[64],{"categories":684},[],{"categories":686},[64],{"categories":688},[259],{"categories":690},[],{"categories":692},[113],{"categories":694},[147],{"categories":696},[64],{"categories":698},[64],{"categories":700},[193],{"categories":702},[],{"categories":704},[147],{"categories":706},[64],{"categories":708},[136],{"categories":710},[64],{"categories":712},[64],{"categories":714},[113],{"categories":716},[147],{"categories":718},[485],{"categories":720},[64],{"categories":722},[222],{"categories":724},[],{"categories":726},[113],{"categories":728},[108],{"categories":730},[125],{"categories":732},[64],{"categories":734},[113],{"categories":736},[],{"categories":738},[64,259],{"categories":740},[64],{"categories":742},[64],{"categories":744},[64],{"categories":746},[113],{"categories":748},[64,125],{"categories":750},[150],{"categories":752},[64],{"categories":754},[64],{"categories":756},[125],{"categories":758},[64],{"categories":760},[113],{"categories":762},[521],{"categories":764},[222],{"categories":766},[64],{"categories":768},[113],{"categories":770},[64],{"categories":772},[64],{"categories":774},[113],{"categories":776},[],{"categories":778},[113],{"categories":780},[64],{"categories":782},[64],{"categories":784},[113],{"categories":786},[64],{"categories":788},[64,108],{"categories":790},[64],{"categories":792},[108],{"categories":794},[],{"categories":796},[193],{"categories":798},[193],{"categories":800},[64],{"categories":802},[],{"categories":804},[],{"categories":806},[64],{"categories":808},[147],{"categories":810},[],{"categories":812},[103],{"categories":814},[64],{"categories":816},[125],{"categories":818},[64],{"categories":820},[821],"Generative UI & Design-to-Code",{"categories":823},[64],{"categories":825},[64],{"categories":827},[193],{"categories":829},[64],{"categories":831},[832],"Algorithmic Accountability",{"categories":834},[113],{"categories":836},[125],{"categories":838},[147],{"categories":840},[193],{"categories":842},[64],{"categories":844},[],{"categories":846},[116],{"categories":848},[64],{"categories":850},[64],{"categories":852},[64],{"categories":854},[113],{"categories":856},[857],"MLOps & Infrastructure",{"categories":859},[64],{"categories":861},[64],{"categories":863},[64],{"categories":865},[64],{"categories":867},[64],{"categories":869},[147],{"categories":871},[116],{"categories":873},[103],{"categories":875},[64],{"categories":877},[113],{"categories":879},[259],{"categories":881},[64],{"categories":883},[108],{"categories":885},[64],{"categories":887},[193],{"categories":889},[64],{"categories":891},[64],{"categories":893},[113],{"categories":895},[],{"categories":897},[],{"categories":899},[64],{"categories":901},[136],{"categories":903},[193],{"categories":905},[147],{"categories":907},[150],{"categories":909},[],{"categories":911},[64],{"categories":913},[64],{"categories":915},[108],{"categories":917},[113],{"categories":919},[64],{"categories":921},[64],{"categories":923},[64],{"categories":925},[64],{"categories":927},[147],{"categories":929},[136],{"categories":931},[64],{"categories":933},[193],{"categories":935},[64],{"categories":937},[],{"categories":939},[113],{"categories":941},[125],{"categories":943},[],{"categories":945},[64],{"categories":947},[64],{"categories":949},[113],{"categories":951},[125],{"categories":953},[64],{"categories":955},[150],{"categories":957},[],{"categories":959},[64],{"categories":961},[],{"categories":963},[64],{"categories":965},[],{"categories":967},[116],{"categories":969},[108],{"categories":971},[113],{"categories":973},[113],{"categories":975},[],{"categories":977},[103],{"categories":979},[64],{"categories":981},[64],{"categories":983},[108],{"categories":985},[147],{"categories":987},[103],{"categories":989},[],{"categories":991},[64],{"categories":993},[],{"categories":995},[],{"categories":997},[147],{"categories":999},[147],{"categories":1001},[],{"categories":1003},[430],{"categories":1005},[64],{"categories":1007},[193],{"categories":1009},[125],{"categories":1011},[],{"categories":1013},[374],{"categories":1015},[113],{"categories":1017},[108],{"categories":1019},[],{"categories":1021},[],{"categories":1023},[103],{"categories":1025},[150],{"categories":1027},[],{"categories":1029},[222],{"categories":1031},[113],{"categories":1033},[108],{"categories":1035},[113],{"categories":1037},[108],{"categories":1039},[64],{"categories":1041},[125],{"categories":1043},[],{"categories":1045},[136],{"categories":1047},[116],{"categories":1049},[64],{"categories":1051},[193],{"categories":1053},[125],{"categories":1055},[108],{"categories":1057},[64],{"categories":1059},[113],{"categories":1061},[108],{"categories":1063},[64],{"categories":1065},[64],{"categories":1067},[64],{"categories":1069},[64],{"categories":1071},[64],{"categories":1073},[],{"categories":1075},[],{"categories":1077},[125],{"categories":1079},[150],{"categories":1081},[116],{"categories":1083},[64],{"categories":1085},[113],{"categories":1087},[125],{"categories":1089},[64],{"categories":1091},[],{"categories":1093},[147],{"categories":1095},[116],{"categories":1097},[125],{"categories":1099},[64],{"categories":1101},[546],{"categories":1103},[259],{"categories":1105},[],{"categories":1107},[113],{"categories":1109},[64],{"categories":1111},[],{"categories":1113},[103],{"categories":1115},[],{"categories":1117},[64],{"categories":1119},[64],{"categories":1121},[64],{"categories":1123},[193],{"categories":1125},[222],{"categories":1127},[64],{"categories":1129},[125],{"categories":1131},[64],{"categories":1133},[113],{"categories":1135},[],{"categories":1137},[125],{"categories":1139},[64],{"categories":1141},[103],{"categories":1143},[],{"categories":1145},[108],{"categories":1147},[64],{"categories":1149},[147],{"categories":1151},[64,259],{"categories":1153},[64],{"categories":1155},[1156],"Design Systems for AI",{"categories":1158},[64],{"categories":1160},[64],{"categories":1162},[147],{"categories":1164},[64],{"categories":1166},[64],{"categories":1168},[64],{"categories":1170},[108],{"categories":1172},[64],{"categories":1174},[64],{"categories":1176},[64],{"categories":1178},[],{"categories":1180},[64],{"categories":1182},[64],{"categories":1184},[108],{"categories":1186},[64],{"categories":1188},[],{"categories":1190},[113],{"categories":1192},[125],{"categories":1194},[147],{"categories":1196},[125],{"categories":1198},[64],{"categories":1200},[193],{"categories":1202},[147],{"categories":1204},[150],{"categories":1206},[64],{"categories":1208},[64],{"categories":1210},[113],{"categories":1212},[103],{"categories":1214},[521],{"categories":1216},[64],{"categories":1218},[113],{"categories":1220},[64],{"categories":1222},[125],{"categories":1224},[125],{"categories":1226},[],{"categories":1228},[],{"categories":1230},[113],{"categories":1232},[116],{"categories":1234},[],{"categories":1236},[108],{"categories":1238},[64],{"categories":1240},[],{"categories":1242},[193],{"categories":1244},[113],{"categories":1246},[125],{"categories":1248},[193],{"categories":1250},[64],{"categories":1252},[64],{"categories":1254},[193],{"categories":1256},[],{"categories":1258},[],{"categories":1260},[147],{"categories":1262},[113],{"categories":1264},[113],{"categories":1266},[64],{"categories":1268},[64],{"categories":1270},[64],{"categories":1272},[64],{"categories":1274},[108],{"categories":1276},[64],{"categories":1278},[64],{"categories":1280},[],{"categories":1282},[125],{"categories":1284},[125],{"categories":1286},[64],{"categories":1288},[125],{"categories":1290},[108],{"categories":1292},[],{"categories":1294},[64],{"categories":1296},[64],{"categories":1298},[64],{"categories":1300},[64],{"categories":1302},[64],{"categories":1304},[113],{"categories":1306},[103],{"categories":1308},[108],{"categories":1310},[64],{"categories":1312},[113],{"categories":1314},[147],{"categories":1316},[113],{"categories":1318},[136],{"categories":1320},[222],{"categories":1322},[64],{"categories":1324},[113],{"categories":1326},[64],{"categories":1328},[64],{"categories":1330},[],{"categories":1332},[193],{"categories":1334},[],{"categories":1336},[64],{"categories":1338},[64],{"categories":1340},[],{"categories":1342},[125],{"categories":1344},[108],{"categories":1346},[1347],"Visual & Generative Media",{"categories":1349},[113],{"categories":1351},[],{"categories":1353},[64],{"categories":1355},[64],{"categories":1357},[125],{"categories":1359},[259],{"categories":1361},[150],{"categories":1363},[521],{"categories":1365},[125],{"categories":1367},[222],{"categories":1369},[64],{"categories":1371},[193],{"categories":1373},[64],{"categories":1375},[64],{"categories":1377},[125],{"categories":1379},[113],{"categories":1381},[64],{"categories":1383},[],{"categories":1385},[],{"categories":1387},[113],{"categories":1389},[125],{"categories":1391},[103],{"categories":1393},[113],{"categories":1395},[485],{"categories":1397},[64],{"categories":1399},[116],{"categories":1401},[64],{"categories":1403},[108],{"categories":1405},[],{"categories":1407},[64],{"categories":1409},[116],{"categories":1411},[64],{"categories":1413},[64],{"categories":1415},[64],{"categories":1417},[116],{"categories":1419},[64],{"categories":1421},[64],{"categories":1423},[222],{"categories":1425},[64],{"categories":1427},[430],{"categories":1429},[64],{"categories":1431},[113],{"categories":1433},[64],{"categories":1435},[64],{"categories":1437},[64],{"categories":1439},[64],{"categories":1441},[193],{"categories":1443},[113],{"categories":1445},[],{"categories":1447},[113],{"categories":1449},[],{"categories":1451},[259],{"categories":1453},[125],{"categories":1455},[],{"categories":1457},[485],{"categories":1459},[64],{"categories":1461},[113],{"categories":1463},[64],{"categories":1465},[193,64],{"categories":1467},[103],{"categories":1469},[64],{"categories":1471},[193],{"categories":1473},[],{"categories":1475},[64],{"categories":1477},[103],{"categories":1479},[1480],"Medical Imaging & Radiology",{"categories":1482},[64],{"categories":1484},[193],{"categories":1486},[113],{"categories":1488},[125],{"categories":1490},[],{"categories":1492},[64],{"categories":1494},[64],{"categories":1496},[64],{"categories":1498},[],{"categories":1500},[],{"categories":1502},[64],{"categories":1504},[430],{"categories":1506},[64],{"categories":1508},[103],{"categories":1510},[64],{"categories":1512},[64],{"categories":1514},[],{"categories":1516},[113],{"categories":1518},[64],{"categories":1520},[116],{"categories":1522},[125],{"categories":1524},[64],{"categories":1526},[430],{"categories":1528},[64],{"categories":1530},[113],{"categories":1532},[64],{"categories":1534},[64],{"categories":1536},[64],{"categories":1538},[193],{"categories":1540},[113],{"categories":1542},[259],{"categories":1544},[193],{"categories":1546},[108],{"categories":1548},[113],{"categories":1550},[147],{"categories":1552},[64],{"categories":1554},[64],{"categories":1556},[116],{"categories":1558},[64],{"categories":1560},[64],{"categories":1562},[64],{"categories":1564},[113],{"categories":1566},[125],{"categories":1568},[125],{"categories":1570},[64],{"categories":1572},[116],{"categories":1574},[],{"categories":1576},[147],{"categories":1578},[],{"categories":1580},[116],{"categories":1582},[113],{"categories":1584},[64],{"categories":1586},[113],{"categories":1588},[1156],{"categories":1590},[1156],{"categories":1592},[193],{"categories":1594},[64],{"categories":1596},[64],{"categories":1598},[113],{"categories":1600},[125],{"categories":1602},[193],{"categories":1604},[113],{"categories":1606},[147],{"categories":1608},[],{"categories":1610},[64],{"categories":1612},[],{"categories":1614},[64],{"categories":1616},[64],{"categories":1618},[64],{"categories":1620},[64],{"categories":1622},[113],{"categories":1624},[1625],"Contract Review & E-Discovery",{"categories":1627},[64],{"categories":1629},[193],{"categories":1631},[64],{"categories":1633},[103],{"categories":1635},[64],{"categories":1637},[147],{"categories":1639},[64],{"categories":1641},[64],{"categories":1643},[222],{"categories":1645},[125],{"categories":1647},[64],{"categories":1649},[64],{"categories":1651},[113],{"categories":1653},[113],{"categories":1655},[832],{"categories":1657},[64],{"categories":1659},[64],{"categories":1661},[113],{"categories":1663},[113],{"categories":1665},[64],{"categories":1667},[64],{"categories":1669},[113],{"categories":1671},[64],{"categories":1673},[64],{"categories":1675},[430],{"categories":1677},[407],{"categories":1679},[64],{"categories":1681},[113],{"categories":1683},[64],{"categories":1685},[1686],"Law-Firm Practice & Adoption",{"categories":1688},[64],{"categories":1690},[113],{"categories":1692},[193],{"categories":1694},[64],{"categories":1696},[64],{"categories":1698},[64],{"categories":1700},[],{"categories":1702},[],{"categories":1704},[125],{"categories":1706},[64],{"categories":1708},[],{"categories":1710},[113],{"categories":1712},[103],{"categories":1714},[259],{"categories":1716},[64],{"categories":1718},[],{"categories":1720},[103],{"categories":1722},[108],{"categories":1724},[64],{"categories":1726},[222],{"categories":1728},[],{"categories":1730},[108],{"categories":1732},[108],{"categories":1734},[],{"categories":1736},[64],{"categories":1738},[116],{"categories":1740},[64],{"categories":1742},[125],{"categories":1744},[],{"categories":1746},[],{"categories":1748},[],{"categories":1750},[],{"categories":1752},[64],{"categories":1754},[113],{"categories":1756},[259],{"categories":1758},[64],{"categories":1760},[103],{"categories":1762},[125],{"categories":1764},[64],{"categories":1766},[64],{"categories":1768},[125],{"categories":1770},[116],{"categories":1772},[64],{"categories":1774},[64],{"categories":1776},[64],{"categories":1778},[857],{"categories":1780},[64],{"categories":1782},[64],{"categories":1784},[222],{"categories":1786},[125],{"categories":1788},[108],{"categories":1790},[64],{"categories":1792},[64],{"categories":1794},[193],{"categories":1796},[64],{"categories":1798},[64],{"categories":1800},[64],{"categories":1802},[64],{"categories":1804},[113],{"categories":1806},[64,103],{"categories":1808},[430],{"categories":1810},[64],{"categories":1812},[64],{"categories":1814},[125],{"categories":1816},[125],{"categories":1818},[193],{"categories":1820},[113],{"categories":1822},[125],{"categories":1824},[64],{"categories":1826},[64],{"categories":1828},[],{"categories":1830},[],{"categories":1832},[64],{"categories":1834},[113],{"categories":1836},[],{"categories":1838},[64],{"categories":1840},[125],{"categories":1842},[150],{"categories":1844},[147],{"categories":1846},[193],{"categories":1848},[64],{"categories":1850},[64],{"categories":1852},[125],{"categories":1854},[],{"categories":1856},[113],{"categories":1858},[64],{"categories":1860},[64],{"categories":1862},[64],{"categories":1864},[64],{"categories":1866},[],{"categories":1868},[113],{"categories":1870},[64],{"categories":1872},[64],{"categories":1874},[],{"categories":1876},[113],{"categories":1878},[64],{"categories":1880},[64],{"categories":1882},[108],{"categories":1884},[64],{"categories":1886},[64],{"categories":1888},[],{"categories":1890},[103],{"categories":1892},[64],{"categories":1894},[64],{"categories":1896},[193],{"categories":1898},[125],{"categories":1900},[64],{"categories":1902},[103],{"categories":1904},[64],{"categories":1906},[125],{"categories":1908},[222],{"categories":1910},[113],{"categories":1912},[113],{"categories":1914},[64],{"categories":1916},[64],{"categories":1918},[64,193],{"categories":1920},[64],{"categories":1922},[113],{"categories":1924},[147],{"categories":1926},[64],{"categories":1928},[147],{"categories":1930},[113],{"categories":1932},[193],{"categories":1934},[64],{"categories":1936},[],{"categories":1938},[125],{"categories":1940},[259],{"categories":1942},[193],{"categories":1944},[125],{"categories":1946},[64],{"categories":1948},[116],{"categories":1950},[64],{"categories":1952},[64],{"categories":1954},[113],{"categories":1956},[],{"categories":1958},[],{"categories":1960},[64],{"categories":1962},[],{"categories":1964},[],{"categories":1966},[116],{"categories":1968},[125],{"categories":1970},[64],{"categories":1972},[113],{"categories":1974},[113],{"categories":1976},[108],{"categories":1978},[113],{"categories":1980},[259],{"categories":1982},[64],{"categories":1984},[64],{"categories":1986},[64],{"categories":1988},[136],{"categories":1990},[64],{"categories":1992},[64],{"categories":1994},[125],{"categories":1996},[113],{"categories":1998},[64],{"categories":2000},[64],{"categories":2002},[374],{"categories":2004},[832],{"categories":2006},[],{"categories":2008},[193],{"categories":2010},[1686],{"categories":2012},[125],{"categories":2014},[],{"categories":2016},[],{"categories":2018},[113],{"categories":2020},[],{"categories":2022},[],{"categories":2024},[64],{"categories":2026},[222],{"categories":2028},[64],{"categories":2030},[222],{"categories":2032},[113],{"categories":2034},[64],{"categories":2036},[125],{"categories":2038},[116],{"categories":2040},[],{"categories":2042},[64],{"categories":2044},[64],{"categories":2046},[125],{"categories":2048},[1625],{"categories":2050},[193],{"categories":2052},[193],{"categories":2054},[64],{"categories":2056},[113],{"categories":2058},[103],{"categories":2060},[64],{"categories":2062},[64],{"categories":2064},[64],{"categories":2066},[193],{"categories":2068},[193],{"categories":2070},[113],{"categories":2072},[113],{"categories":2074},[113],{"categories":2076},[64],{"categories":2078},[64],{"categories":2080},[],{"categories":2082},[64],{"categories":2084},[],{"categories":2086},[2087],"Interaction & Product Design",{"categories":2089},[64],{"categories":2091},[113],{"categories":2093},[125],{"categories":2095},[288],{"categories":2097},[147],{"categories":2099},[125],{"categories":2101},[64],{"categories":2103},[64],{"categories":2105},[125],{"categories":2107},[103],{"categories":2109},[113],{"categories":2111},[64],{"categories":2113},[],{"categories":2115},[113],{"categories":2117},[113],{"categories":2119},[],{"categories":2121},[125],{"categories":2123},[64],{"categories":2125},[103],{"categories":2127},[2087],{"categories":2129},[64],{"categories":2131},[103],{"categories":2133},[103],{"categories":2135},[],{"categories":2137},[113],{"categories":2139},[125],{"categories":2141},[],{"categories":2143},[113],{"categories":2145},[147],{"categories":2147},[64],{"categories":2149},[113],{"categories":2151},[64],{"categories":2153},[113],{"categories":2155},[64],{"categories":2157},[64],{"categories":2159},[147],{"categories":2161},[150],{"categories":2163},[64],{"categories":2165},[116],{"categories":2167},[125],{"categories":2169},[2170],"Coding Agents & Dev Productivity",{"categories":2172},[147],{"categories":2174},[193],{"categories":2176},[64],{"categories":2178},[64],{"categories":2180},[],{"categories":2182},[64],{"categories":2184},[832],{"categories":2186},[],{"categories":2188},[64],{"categories":2190},[259],{"categories":2192},[64],{"categories":2194},[147],{"categories":2196},[],{"categories":2198},[],{"categories":2200},[64],{"categories":2202},[],{"categories":2204},[113],{"categories":2206},[64],{"categories":2208},[],{"categories":2210},[125],{"categories":2212},[125],{"categories":2214},[64],{"categories":2216},[150],{"categories":2218},[],{"categories":2220},[64],{"categories":2222},[64],{"categories":2224},[64],{"categories":2226},[150],{"categories":2228},[125],{"categories":2230},[113],{"categories":2232},[],{"categories":2234},[],{"categories":2236},[64],{"categories":2238},[64],{"categories":2240},[113],{"categories":2242},[113],{"categories":2244},[351],{"categories":2246},[125],{"categories":2248},[125],{"categories":2250},[113],{"categories":2252},[147],{"categories":2254},[147],{"categories":2256},[113],{"categories":2258},[113],{"categories":2260},[64],{"categories":2262},[103],{"categories":2264},[2087],{"categories":2266},[64,259],{"categories":2268},[150],{"categories":2270},[],{"categories":2272},[193],{"categories":2274},[125],{"categories":2276},[103],{"categories":2278},[64],{"categories":2280},[113],{"categories":2282},[2283],"The Designer's Role & Craft",{"categories":2285},[193],{"categories":2287},[],{"categories":2289},[113],{"categories":2291},[64],{"categories":2293},[113],{"categories":2295},[113],{"categories":2297},[64],{"categories":2299},[222],{"categories":2301},[64],{"categories":2303},[125],{"categories":2305},[64],{"categories":2307},[193],{"categories":2309},[64],{"categories":2311},[],{"categories":2313},[113],{"categories":2315},[193],{"categories":2317},[64],{"categories":2319},[64],{"categories":2321},[64],{"categories":2323},[2324],"AI UX Patterns",{"categories":2326},[113],{"categories":2328},[113],{"categories":2330},[113],{"categories":2332},[113],{"categories":2334},[222],{"categories":2336},[150],{"categories":2338},[64],{"categories":2340},[113],{"categories":2342},[64],{"categories":2344},[1156],{"categories":2346},[],{"categories":2348},[222],{"categories":2350},[113],{"categories":2352},[147],{"categories":2354},[125],{"categories":2356},[64],{"categories":2358},[113],{"categories":2360},[],{"categories":2362},[],{"categories":2364},[64],{"categories":2366},[113],{"categories":2368},[64],{"categories":2370},[113],{"categories":2372},[351],{"categories":2374},[193],{"categories":2376},[64],{"categories":2378},[147],{"categories":2380},[125],{"categories":2382},[64],{"categories":2384},[113],{"categories":2386},[113],{"categories":2388},[],{"categories":2390},[64],{"categories":2392},[],{"categories":2394},[],{"categories":2396},[64],{"categories":2398},[64],{"categories":2400},[64],{"categories":2402},[113],{"categories":2404},[125],{"categories":2406},[],{"categories":2408},[],{"categories":2410},[150],{"categories":2412},[136],{"categories":2414},[64],{"categories":2416},[64],{"categories":2418},[150],{"categories":2420},[64],{"categories":2422},[147],{"categories":2424},[64],{"categories":2426},[64],{"categories":2428},[64],{"categories":2430},[113],{"categories":2432},[64],{"categories":2434},[113],{"categories":2436},[64],{"categories":2438},[64],{"categories":2440},[113],{"categories":2442},[],{"categories":2444},[],{"categories":2446},[64],{"categories":2448},[259],{"categories":2450},[64],{"categories":2452},[],{"categories":2454},[],{"categories":2456},[193],{"categories":2458},[857],{"categories":2460},[113],{"categories":2462},[103],{"categories":2464},[2283],{"categories":2466},[],{"categories":2468},[],{"categories":2470},[64],{"categories":2472},[],{"categories":2474},[],{"categories":2476},[125],{"categories":2478},[147],{"categories":2480},[222],{"categories":2482},[108],{"categories":2484},[64],{"categories":2486},[64],{"categories":2488},[108],{"categories":2490},[],{"categories":2492},[193],{"categories":2494},[116],{"categories":2496},[64],{"categories":2498},[64],{"categories":2500},[113],{"categories":2502},[108],{"categories":2504},[64],{"categories":2506},[64],{"categories":2508},[103],{"categories":2510},[64],{"categories":2512},[],{"categories":2514},[103],{"categories":2516},[64],{"categories":2518},[222],{"categories":2520},[113],{"categories":2522},[147],{"categories":2524},[64],{"categories":2526},[125],{"categories":2528},[64],{"categories":2530},[64],{"categories":2532},[108],{"categories":2534},[64],{"categories":2536},[64],{"categories":2538},[64],{"categories":2540},[113],{"categories":2542},[],{"categories":2544},[64],{"categories":2546},[125],{"categories":2548},[103],{"categories":2550},[64],{"categories":2552},[64],{"categories":2554},[64],{"categories":2556},[],{"categories":2558},[64],{"categories":2560},[430],{"categories":2562},[113],{"categories":2564},[108],{"categories":2566},[147],{"categories":2568},[64],{"categories":2570},[64],{"categories":2572},[],{"categories":2574},[108],{"categories":2576},[108],{"categories":2578},[64],{"categories":2580},[64],{"categories":2582},[116],{"categories":2584},[64],{"categories":2586},[64],{"categories":2588},[64],{"categories":2590},[64],{"categories":2592},[125],{"categories":2594},[125],{"categories":2596},[64],{"categories":2598},[],{"categories":2600},[125],{"categories":2602},[64],{"categories":2604},[125],{"categories":2606},[113],{"categories":2608},[521],{"categories":2610},[],{"categories":2612},[],{"categories":2614},[64],{"categories":2616},[147],{"categories":2618},[],{"categories":2620},[259],{"categories":2622},[64],{"categories":2624},[64],{"categories":2626},[193],{"categories":2628},[821],{"categories":2630},[],{"categories":2632},[64],{"categories":2634},[64],{"categories":2636},[64],{"categories":2638},[125],{"categories":2640},[64],{"categories":2642},[64],{"categories":2644},[64,259],{"categories":2646},[64],{"categories":2648},[64],{"categories":2650},[193],{"categories":2652},[113],{"categories":2654},[],{"categories":2656},[113],{"categories":2658},[113],{"categories":2660},[64],{"categories":2662},[64],{"categories":2664},[64],{"categories":2666},[64],{"categories":2668},[150],{"categories":2670},[64],{"categories":2672},[2324],{"categories":2674},[103],{"categories":2676},[150],{"categories":2678},[103],{"categories":2680},[125],{"categories":2682},[193],{"categories":2684},[113],{"categories":2686},[64],{"categories":2688},[],{"categories":2690},[108],{"categories":2692},[64],{"categories":2694},[64],{"categories":2696},[147],{"categories":2698},[64],{"categories":2700},[64],{"categories":2702},[113],{"categories":2704},[64],{"categories":2706},[64],{"categories":2708},[64],{"categories":2710},[108],{"categories":2712},[],{"categories":2714},[259],{"categories":2716},[64],{"categories":2718},[351],{"categories":2720},[193],{"categories":2722},[193],{"categories":2724},[125],{"categories":2726},[113],{"categories":2728},[64],{"categories":2730},[108],{"categories":2732},[147],{"categories":2734},[64],{"categories":2736},[64],{"categories":2738},[193],{"categories":2740},[113],{"categories":2742},[113],{"categories":2744},[64],{"categories":2746},[64],{"categories":2748},[485],{"categories":2750},[],{"categories":2752},[64],{"categories":2754},[64],{"categories":2756},[64],{"categories":2758},[],{"categories":2760},[],{"categories":2762},[64],{"categories":2764},[64],{"categories":2766},[113],{"categories":2768},[64],{"categories":2770},[64],{"categories":2772},[64],{"categories":2774},[125],{"categories":2776},[64],{"categories":2778},[64],{"categories":2780},[113],{"categories":2782},[64],{"categories":2784},[64],{"categories":2786},[64],{"categories":2788},[64],{"categories":2790},[64],{"categories":2792},[],{"categories":2794},[125],{"categories":2796},[150],{"categories":2798},[64],{"categories":2800},[113],{"categories":2802},[64],{"categories":2804},[],{"categories":2806},[],{"categories":2808},[64],{"categories":2810},[64],{"categories":2812},[64],{"categories":2814},[147],{"categories":2816},[150],{"categories":2818},[],{"categories":2820},[64],{"categories":2822},[193],{"categories":2824},[64],{"categories":2826},[259],{"categories":2828},[1686],{"categories":2830},[147],{"categories":2832},[125],{"categories":2834},[125],{"categories":2836},[125],{"categories":2838},[64],{"categories":2840},[64],{"categories":2842},[147],{"categories":2844},[147],{"categories":2846},[259],{"categories":2848},[113],{"categories":2850},[],{"categories":2852},[147],{"categories":2854},[64],{"categories":2856},[103],{"categories":2858},[125],{"categories":2860},[64],{"categories":2862},[147],{"categories":2864},[],{"categories":2866},[64],{"categories":2868},[125],{"categories":2870},[125],{"categories":2872},[150],{"categories":2874},[64],{"categories":2876},[147],{"categories":2878},[64],{"categories":2880},[125],{"categories":2882},[113],{"categories":2884},[147],{"categories":2886},[113],{"categories":2888},[259],{"categories":2890},[113],{"categories":2892},[64],{"categories":2894},[64],{"categories":2896},[64],{"categories":2898},[64],{"categories":2900},[125],{"categories":2902},[64],{"categories":2904},[],{"categories":2906},[113],{"categories":2908},[108],{"categories":2910},[125],{"categories":2912},[],{"categories":2914},[],{"categories":2916},[64],{"categories":2918},[113],{"categories":2920},[64],{"categories":2922},[64],{"categories":2924},[2925],"Frameworks & Tooling",{"categories":2927},[64],{"categories":2929},[64],{"categories":2931},[125],{"categories":2933},[64],{"categories":2935},[64],{"categories":2937},[],{"categories":2939},[150],{"categories":2941},[150],{"categories":2943},[103],{"categories":2945},[64],{"categories":2947},[113],{"categories":2949},[64],{"categories":2951},[193],{"categories":2953},[],{"categories":2955},[1686],{"categories":2957},[64],{"categories":2959},[125],{"categories":2961},[64],{"categories":2963},[259],{"categories":2965},[259],{"categories":2967},[],{"categories":2969},[113],{"categories":2971},[64],{"categories":2973},[147],{"categories":2975},[147],{"categories":2977},[64],{"categories":2979},[113],{"categories":2981},[],{"categories":2983},[193],{"categories":2985},[64],{"categories":2987},[64],{"categories":2989},[],{"categories":2991},[64],{"categories":2993},[113],{"categories":2995},[64],{"categories":2997},[64],{"categories":2999},[],{"categories":3001},[125],{"categories":3003},[64],{"categories":3005},[125],{"categories":3007},[259],{"categories":3009},[64],{"categories":3011},[64],{"categories":3013},[125],{"categories":3015},[108],{"categories":3017},[64],{"categories":3019},[1686],{"categories":3021},[],{"categories":3023},[113],{"categories":3025},[103],{"categories":3027},[64],{"categories":3029},[103],{"categories":3031},[64],{"categories":3033},[],{"categories":3035},[113],{"categories":3037},[64],{"categories":3039},[3040],"AI Design Tooling",{"categories":3042},[193],{"categories":3044},[64],{"categories":3046},[64],{"categories":3048},[125],{"categories":3050},[193],{"categories":3052},[64],{"categories":3054},[125],{"categories":3056},[147],{"categories":3058},[116],{"categories":3060},[125],{"categories":3062},[64],{"categories":3064},[64],{"categories":3066},[113],{"categories":3068},[64],{"categories":3070},[],{"categories":3072},[64],{"categories":3074},[64],{"categories":3076},[113],{"categories":3078},[64],{"categories":3080},[64],{"categories":3082},[64],{"categories":3084},[113],{"categories":3086},[],{"categories":3088},[113],{"categories":3090},[2925],{"categories":3092},[64],{"categories":3094},[64],{"categories":3096},[113],{"categories":3098},[113],{"categories":3100},[125],{"categories":3102},[125],{"categories":3104},[],{"categories":3106},[125],{"categories":3108},[64],{"categories":3110},[64],{"categories":3112},[113],{"categories":3114},[108],{"categories":3116},[64],{"categories":3118},[],{"categories":3120},[64],{"categories":3122},[64],{"categories":3124},[2087],{"categories":3126},[],{"categories":3128},[64],{"categories":3130},[64],{"categories":3132},[64],{"categories":3134},[64],{"categories":3136},[193],{"categories":3138},[64],{"categories":3140},[],{"categories":3142},[64],{"categories":3144},[64],{"categories":3146},[64],{"categories":3148},[222],{"categories":3150},[147],{"categories":3152},[64],{"categories":3154},[64],{"categories":3156},[1686],{"categories":3158},[103],{"categories":3160},[64],{"categories":3162},[64],{"categories":3164},[150],{"categories":3166},[64],{"categories":3168},[64],{"categories":3170},[147],{"categories":3172},[113],{"categories":3174},[],{"categories":3176},[64],{"categories":3178},[64],{"categories":3180},[193],{"categories":3182},[64],{"categories":3184},[222],{"categories":3186},[113],{"categories":3188},[64],{"categories":3190},[113],{"categories":3192},[],{"categories":3194},[],{"categories":3196},[],{"categories":3198},[103],{"categories":3200},[147],{"categories":3202},[113],{"categories":3204},[64],{"categories":3206},[64],{"categories":3208},[64],{"categories":3210},[64],{"categories":3212},[374],{"categories":3214},[193],{"categories":3216},[113],{"categories":3218},[64],{"categories":3220},[],{"categories":3222},[113],{"categories":3224},[113],{"categories":3226},[],{"categories":3228},[64],{"categories":3230},[113],{"categories":3232},[64],{"categories":3234},[],{"categories":3236},[64],{"categories":3238},[64],{"categories":3240},[147],{"categories":3242},[193],{"categories":3244},[113],{"categories":3246},[193],{"categories":3248},[113],{"categories":3250},[64],{"categories":3252},[108],{"categories":3254},[],{"categories":3256},[],{"categories":3258},[64],{"categories":3260},[64],{"categories":3262},[103],{"categories":3264},[113],{"categories":3266},[147],{"categories":3268},[],{"categories":3270},[193],{"categories":3272},[],{"categories":3274},[125],{"categories":3276},[64],{"categories":3278},[125],{"categories":3280},[193],{"categories":3282},[125],{"categories":3284},[64],{"categories":3286},[],{"categories":3288},[64],{"categories":3290},[64],{"categories":3292},[],{"categories":3294},[64],{"categories":3296},[222],{"categories":3298},[64],{"categories":3300},[259],{"categories":3302},[125],{"categories":3304},[64],{"categories":3306},[],{"categories":3308},[113],{"categories":3310},[64],{"categories":3312},[103],{"categories":3314},[485],{"categories":3316},[64],{"categories":3318},[113],{"categories":3320},[64],{"categories":3322},[113],{"categories":3324},[64],{"categories":3326},[64],{"categories":3328},[64],{"categories":3330},[],{"categories":3332},[64],{"categories":3334},[103],{"categories":3336},[64],{"categories":3338},[108],{"categories":3340},[125],{"categories":3342},[193],{"categories":3344},[],{"categories":3346},[64],{"categories":3348},[],{"categories":3350},[],{"categories":3352},[113],{"categories":3354},[64],{"categories":3356},[125],{"categories":3358},[193],{"categories":3360},[147],{"categories":3362},[64],{"categories":3364},[147],{"categories":3366},[113],{"categories":3368},[193],{"categories":3370},[64],{"categories":3372},[],{"categories":3374},[64],{"categories":3376},[136],{"categories":3378},[113],{"categories":3380},[193],{"categories":3382},[147],{"categories":3384},[108],{"categories":3386},[125],{"categories":3388},[64],{"categories":3390},[64],{"categories":3392},[147],{"categories":3394},[222],{"categories":3396},[],{"categories":3398},[],{"categories":3400},[150],{"categories":3402},[430],{"categories":3404},[64],{"categories":3406},[113],{"categories":3408},[64,125],{"categories":3410},[147],{"categories":3412},[64],{"categories":3414},[64],{"categories":3416},[64],{"categories":3418},[64],{"categories":3420},[113],{"categories":3422},[64],{"categories":3424},[113],{"categories":3426},[64],{"categories":3428},[64],{"categories":3430},[64],{"categories":3432},[],{"categories":3434},[64],{"categories":3436},[1156],{"categories":3438},[125],{"categories":3440},[193],{"categories":3442},[64],{"categories":3444},[64],{"categories":3446},[64],{"categories":3448},[150],{"categories":3450},[113],{"categories":3452},[222],{"categories":3454},[259],{"categories":3456},[],{"categories":3458},[64],{"categories":3460},[108],{"categories":3462},[113],{"categories":3464},[103],{"categories":3466},[113],{"categories":3468},[64],{"categories":3470},[113],{"categories":3472},[113],{"categories":3474},[116],{"categories":3476},[125],{"categories":3478},[64],{"categories":3480},[64],{"categories":3482},[],{"categories":3484},[],{"categories":3486},[],{"categories":3488},[259],{"categories":3490},[64],{"categories":3492},[147],{"categories":3494},[64],{"categories":3496},[64],{"categories":3498},[64],{"categories":3500},[64],{"categories":3502},[],{"categories":3504},[64],{"categories":3506},[150],{"categories":3508},[108],{"categories":3510},[113],{"categories":3512},[64],{"categories":3514},[],{"categories":3516},[64],{"categories":3518},[113],{"categories":3520},[64],{"categories":3522},[259],{"categories":3524},[],{"categories":3526},[193],{"categories":3528},[193],{"categories":3530},[],{"categories":3532},[125],{"categories":3534},[64],{"categories":3536},[193],{"categories":3538},[64],{"categories":3540},[108],{"categories":3542},[113],{"categories":3544},[64],{"categories":3546},[],{"categories":3548},[147],{"categories":3550},[64],{"categories":3552},[64],{"categories":3554},[64],{"categories":3556},[193],{"categories":3558},[113],{"categories":3560},[147],{"categories":3562},[],{"categories":3564},[113],{"categories":3566},[108],{"categories":3568},[113],{"categories":3570},[193],{"categories":3572},[64],{"categories":3574},[64],{"categories":3576},[64],{"categories":3578},[430],{"categories":3580},[64],{"categories":3582},[],{"categories":3584},[64],{"categories":3586},[64],{"categories":3588},[259],{"categories":3590},[147],{"categories":3592},[150],{"categories":3594},[521],{"categories":3596},[150],{"categories":3598},[64],{"categories":3600},[],{"categories":3602},[],{"categories":3604},[],{"categories":3606},[113],{"categories":3608},[113],{"categories":3610},[125],{"categories":3612},[64],{"categories":3614},[407],{"categories":3616},[125],{"categories":3618},[64],{"categories":3620},[64],{"categories":3622},[64],{"categories":3624},[64],{"categories":3626},[113],{"categories":3628},[],{"categories":3630},[],{"categories":3632},[64],{"categories":3634},[],{"categories":3636},[64],{"categories":3638},[113],{"categories":3640},[193],{"categories":3642},[64],{"categories":3644},[64],{"categories":3646},[],{"categories":3648},[113],{"categories":3650},[116],{"categories":3652},[64],{"categories":3654},[193],{"categories":3656},[64],{"categories":3658},[113],{"categories":3660},[108],{"categories":3662},[64],{"categories":3664},[222],{"categories":3666},[113],{"categories":3668},[64],{"categories":3670},[64],{"categories":3672},[821],{"categories":3674},[64],{"categories":3676},[113],{"categories":3678},[64],{"categories":3680},[125],{"categories":3682},[64],{"categories":3684},[485],{"categories":3686},[193],{"categories":3688},[],{"categories":3690},[64],{"categories":3692},[147],{"categories":3694},[430],{"categories":3696},[113],{"categories":3698},[64],{"categories":3700},[],{"categories":3702},[147],{"categories":3704},[351],{"categories":3706},[113],{"categories":3708},[113],{"categories":3710},[113],{"categories":3712},[64],{"categories":3714},[64],{"categories":3716},[113],{"categories":3718},[],{"categories":3720},[108],{"categories":3722},[64],{"categories":3724},[108],{"categories":3726},[113],{"categories":3728},[],{"categories":3730},[125],{"categories":3732},[64],{"categories":3734},[64],{"categories":3736},[103],{"categories":3738},[147],{"categories":3740},[259],{"categories":3742},[136],{"categories":3744},[113],{"categories":3746},[113],{"categories":3748},[64],{"categories":3750},[113],{"categories":3752},[64],{"categories":3754},[103],{"categories":3756},[],{"categories":3758},[64],{"categories":3760},[64],{"categories":3762},[64],{"categories":3764},[113],{"categories":3766},[64],{"categories":3768},[],{"categories":3770},[],{"categories":3772},[193],{"categories":3774},[113],{"categories":3776},[64,108],{"categories":3778},[113],{"categories":3780},[64],{"categories":3782},[],{"categories":3784},[103],{"categories":3786},[150],{"categories":3788},[108],{"categories":3790},[64],{"categories":3792},[125],{"categories":3794},[64],{"categories":3796},[64],{"categories":3798},[113],{"categories":3800},[64],{"categories":3802},[64],{"categories":3804},[64],{"categories":3806},[147],{"categories":3808},[1156],{"categories":3810},[113],{"categories":3812},[64],{"categories":3814},[],{"categories":3816},[],{"categories":3818},[64],{"categories":3820},[113],{"categories":3822},[64],{"categories":3824},[64],{"categories":3826},[259],{"categories":3828},[],{"categories":3830},[64],{"categories":3832},[113],{"categories":3834},[136],{"categories":3836},[113],{"categories":3838},[430],{"categories":3840},[],{"categories":3842},[374],{"categories":3844},[113],{"categories":3846},[64],{"categories":3848},[222],{"categories":3850},[113],{"categories":3852},[64],{"categories":3854},[150],{"categories":3856},[116],{"categories":3858},[113],{"categories":3860},[64],{"categories":3862},[430],{"categories":3864},[64],{"categories":3866},[259],{"categories":3868},[],{"categories":3870},[64],{"categories":3872},[222],{"categories":3874},[193],{"categories":3876},[64],{"categories":3878},[64],{"categories":3880},[64],{"categories":3882},[],{"categories":3884},[222],{"categories":3886},[147],{"categories":3888},[64],{"categories":3890},[64],{"categories":3892},[64],{"categories":3894},[521],{"categories":3896},[103],{"categories":3898},[64],{"categories":3900},[64],{"categories":3902},[],{"categories":3904},[],{"categories":3906},[193],{"categories":3908},[64],{"categories":3910},[150],{"categories":3912},[222],{"categories":3914},[113],{"categories":3916},[64],{"categories":3918},[64],{"categories":3920},[222],{"categories":3922},[147],{"categories":3924},[],{"categories":3926},[64],{"categories":3928},[64],{"categories":3930},[],{"categories":3932},[64],{"categories":3934},[64],{"categories":3936},[546],{"categories":3938},[64],{"categories":3940},[64],{"categories":3942},[113],{"categories":3944},[125],{"categories":3946},[430],{"categories":3948},[64],{"categories":3950},[64],{"categories":3952},[64],{"categories":3954},[],{"categories":3956},[64,125],{"categories":3958},[147],{"categories":3960},[113],{"categories":3962},[125],{"categories":3964},[113],{"categories":3966},[857],{"categories":3968},[125],{"categories":3970},[113],{"categories":3972},[64],{"categories":3974},[103],{"categories":3976},[],{"categories":3978},[],{"categories":3980},[113],{"categories":3982},[64],{"categories":3984},[125],{"categories":3986},[64],{"categories":3988},[103],{"categories":3990},[125],{"categories":3992},[125],{"categories":3994},[64],{"categories":3996},[222],{"categories":3998},[64],{"categories":4000},[125],{"categories":4002},[64],{"categories":4004},[],{"categories":4006},[64],{"categories":4008},[193,64],{"categories":4010},[259],{"categories":4012},[103],{"categories":4014},[64],{"categories":4016},[],{"categories":4018},[64],{"categories":4020},[64],{"categories":4022},[108],{"categories":4024},[64],{"categories":4026},[108],{"categories":4028},[64],{"categories":4030},[64],{"categories":4032},[351],{"categories":4034},[64],{"categories":4036},[108],{"categories":4038},[125],{"categories":4040},[150],{"categories":4042},[113],{"categories":4044},[125],{"categories":4046},[64],{"categories":4048},[64],{"categories":4050},[147],{"categories":4052},[222],{"categories":4054},[193],{"categories":4056},[64],{"categories":4058},[64],{"categories":4060},[64],{"categories":4062},[64],{"categories":4064},[103],{"categories":4066},[64],{"categories":4068},[113],{"categories":4070},[113],{"categories":4072},[125],{"categories":4074},[147],{"categories":4076},[125],{"categories":4078},[125],{"categories":4080},[64],{"categories":4082},[64],{"categories":4084},[],{"categories":4086},[],{"categories":4088},[150],{"categories":4090},[64],{"categories":4092},[125],{"categories":4094},[64],{"categories":4096},[193],{"categories":4098},[430],{"categories":4100},[374],{"categories":4102},[351],{"categories":4104},[64],{"categories":4106},[64],{"categories":4108},[64],{"categories":4110},[150],{"categories":4112},[64],{"categories":4114},[64],{"categories":4116},[64],{"categories":4118},[64],{"categories":4120},[64],{"categories":4122},[64],{"categories":4124},[113],{"categories":4126},[103],{"categories":4128},[113],{"categories":4130},[64,108],{"categories":4132},[],{"categories":4134},[193],{"categories":4136},[],{"categories":4138},[116],{"categories":4140},[64],{"categories":4142},[147],{"categories":4144},[103],{"categories":4146},[64],{"categories":4148},[103],{"categories":4150},[113],{"categories":4152},[150],{"categories":4154},[113],{"categories":4156},[113],{"categories":4158},[64],{"categories":4160},[64],{"categories":4162},[108],{"categories":4164},[113],{"categories":4166},[125],{"categories":4168},[222],{"categories":4170},[64],{"categories":4172},[],{"categories":4174},[147],{"categories":4176},[64],{"categories":4178},[64],{"categories":4180},[64],{"categories":4182},[64],{"categories":4184},[64],{"categories":4186},[64],{"categories":4188},[125],{"categories":4190},[147],{"categories":4192},[125],{"categories":4194},[125],{"categories":4196},[64],{"categories":4198},[64],{"categories":4200},[64],{"categories":4202},[374],{"categories":4204},[64],{"categories":4206},[113],{"categories":4208},[147],{"categories":4210},[64],{"categories":4212},[64],{"categories":4214},[64],{"categories":4216},[113],{"categories":4218},[64],{"categories":4220},[64],{"categories":4222},[64],{"categories":4224},[2925],{"categories":4226},[4227],"Clinical AI",{"categories":4229},[193],{"categories":4231},[64],{"categories":4233},[64],{"categories":4235},[64],{"categories":4237},[259],{"categories":4239},[2324],{"categories":4241},[64],{"categories":4243},[116],{"categories":4245},[64],{"categories":4247},[113],{"categories":4249},[64],{"categories":4251},[64],{"categories":4253},[147],{"categories":4255},[64],{"categories":4257},[113],{"categories":4259},[125],{"categories":4261},[222],{"categories":4263},[64],{"categories":4265},[64],{"categories":4267},[108],{"categories":4269},[64],{"categories":4271},[64],{"categories":4273},[485],{"categories":4275},[64],{"categories":4277},[],{"categories":4279},[64],{"categories":4281},[125],{"categories":4283},[103],{"categories":4285},[64],{"categories":4287},[],{"categories":4289},[],{"categories":4291},[64],{"categories":4293},[],{"categories":4295},[108],{"categories":4297},[64],{"categories":4299},[64],{"categories":4301},[113],{"categories":4303},[147],{"categories":4305},[147],{"categories":4307},[147],{"categories":4309},[147],{"categories":4311},[],{"categories":4313},[103],{"categories":4315},[113],{"categories":4317},[147],{"categories":4319},[64],{"categories":4321},[546],{"categories":4323},[116],{"categories":4325},[64],{"categories":4327},[103],{"categories":4329},[64],{"categories":4331},[113],{"categories":4333},[64],{"categories":4335},[64],{"categories":4337},[64,113],{"categories":4339},[113],{"categories":4341},[259],{"categories":4343},[147],{"categories":4345},[113],{"categories":4347},[147],{"categories":4349},[113],{"categories":4351},[64],{"categories":4353},[],{"categories":4355},[147],{"categories":4357},[222],{"categories":4359},[103],{"categories":4361},[64],{"categories":4363},[64],{"categories":4365},[],{"categories":4367},[125],{"categories":4369},[],{"categories":4371},[103],{"categories":4373},[113],{"categories":4375},[147],{"categories":4377},[64],{"categories":4379},[147],{"categories":4381},[103],{"categories":4383},[147],{"categories":4385},[147],{"categories":4387},[],{"categories":4389},[108],{"categories":4391},[113],{"categories":4393},[147],{"categories":4395},[147],{"categories":4397},[147],{"categories":4399},[147],{"categories":4401},[147],{"categories":4403},[147],{"categories":4405},[147],{"categories":4407},[147],{"categories":4409},[147],{"categories":4411},[147],{"categories":4413},[150],{"categories":4415},[103],{"categories":4417},[64],{"categories":4419},[64],{"categories":4421},[113],{"categories":4423},[113],{"categories":4425},[],{"categories":4427},[64],{"categories":4429},[64,103],{"categories":4431},[],{"categories":4433},[113],{"categories":4435},[64],{"categories":4437},[147],{"categories":4439},[113],{"categories":4441},[857],{"categories":4443},[64],{"categories":4445},[64],{"categories":4447},[64],{"categories":4449},[64],{"categories":4451},[64],{"categories":4453},[351],{"categories":4455},[64],{"categories":4457},[64],{"categories":4459},[113],{"categories":4461},[64],{"categories":4463},[108],{"categories":4465},[116],{"categories":4467},[113],{"categories":4469},[113],{"categories":4471},[],{"categories":4473},[113],{"categories":4475},[193],{"categories":4477},[147],{"categories":4479},[64],{"categories":4481},[],{"categories":4483},[116],{"categories":4485},[],{"categories":4487},[125],{"categories":4489},[113],{"categories":4491},[193],{"categories":4493},[64],{"categories":4495},[],{"categories":4497},[64],{"categories":4499},[],{"categories":4501},[222],{"categories":4503},[64],{"categories":4505},[],{"categories":4507},[],{"categories":4509},[147],{"categories":4511},[103],{"categories":4513},[64],{"categories":4515},[64],{"categories":4517},[108],{"categories":4519},[64],{"categories":4521},[64],{"categories":4523},[64],{"categories":4525},[108],{"categories":4527},[108],{"categories":4529},[193],{"categories":4531},[],{"categories":4533},[64],{"categories":4535},[147],{"categories":4537},[],{"categories":4539},[64],{"categories":4541},[64],{"categories":4543},[193],{"categories":4545},[64],{"categories":4547},[222],{"categories":4549},[64],{"categories":4551},[259],{"categories":4553},[],{"categories":4555},[113],{"categories":4557},[222],{"categories":4559},[125],{"categories":4561},[],{"categories":4563},[64],{"categories":4565},[],{"categories":4567},[113],{"categories":4569},[193],{"categories":4571},[125],{"categories":4573},[],{"categories":4575},[2925],{"categories":4577},[108],{"categories":4579},[103],{"categories":4581},[64],{"categories":4583},[150],{"categories":4585},[113],{"categories":4587},[193],{"categories":4589},[125],{"categories":4591},[],{"categories":4593},[],{"categories":4595},[64],{"categories":4597},[103],{"categories":4599},[64],{"categories":4601},[222],{"categories":4603},[],{"categories":4605},[113],{"categories":4607},[113],{"categories":4609},[64],{"categories":4611},[113],{"categories":4613},[64],{"categories":4615},[147],{"categories":4617},[125],{"categories":4619},[64],{"categories":4621},[113],{"categories":4623},[116],{"categories":4625},[64],{"categories":4627},[64],{"categories":4629},[113],{"categories":4631},[64],{"categories":4633},[116],{"categories":4635},[222],{"categories":4637},[147],{"categories":4639},[],{"categories":4641},[222],{"categories":4643},[64],{"categories":4645},[],{"categories":4647},[125],{"categories":4649},[113],{"categories":4651},[],{"categories":4653},[64],{"categories":4655},[64],{"categories":4657},[64],{"categories":4659},[64],{"categories":4661},[64],{"categories":4663},[113],{"categories":4665},[108],{"categories":4667},[103],{"categories":4669},[64],{"categories":4671},[193],{"categories":4673},[125],{"categories":4675},[125],{"categories":4677},[64],{"categories":4679},[150],{"categories":4681},[113],{"categories":4683},[64],{"categories":4685},[64],{"categories":4687},[113],{"categories":4689},[64],{"categories":4691},[108],{"categories":4693},[193],{"categories":4695},[125],{"categories":4697},[113],{"categories":4699},[64],{"categories":4701},[116],{"categories":4703},[64],{"categories":4705},[113],{"categories":4707},[64],{"categories":4709},[64],{"categories":4711},[147],{"categories":4713},[64],{"categories":4715},[],{"categories":4717},[103],{"categories":4719},[64],{"categories":4721},[64],{"categories":4723},[64],{"categories":4725},[125],{"categories":4727},[125],{"categories":4729},[64],{"categories":4731},[125],{"categories":4733},[64],{"categories":4735},[113],{"categories":4737},[64],{"categories":4739},[64],{"categories":4741},[64],{"categories":4743},[64],{"categories":4745},[64],{"categories":4747},[],{"categories":4749},[64],{"categories":4751},[193],{"categories":4753},[108],{"categories":4755},[147],{"categories":4757},[64],{"categories":4759},[113],{"categories":4761},[64],{"categories":4763},[113],{"categories":4765},[64],{"categories":4767},[64],{"categories":4769},[193],{"categories":4771},[113],{"categories":4773},[64],{"categories":4775},[222],{"categories":4777},[64],{"categories":4779},[150],{"categories":4781},[64],{"categories":4783},[64],{"categories":4785},[147],{"categories":4787},[64],{"categories":4789},[64],{"categories":4791},[64],{"categories":4793},[64],{"categories":4795},[113],{"categories":4797},[259],{"categories":4799},[64],{"categories":4801},[125],{"categories":4803},[113],{"categories":4805},[150],{"categories":4807},[],{"categories":4809},[113],{"categories":4811},[125],{"categories":4813},[64],{"categories":4815},[64],{"categories":4817},[2170],{"categories":4819},[193],{"categories":4821},[288],{"categories":4823},[64],{"categories":4825},[64],{"categories":4827},[64],{"categories":4829},[64],{"categories":4831},[103],{"categories":4833},[64],{"categories":4835},[64],{"categories":4837},[125],{"categories":4839},[108],{"categories":4841},[125],{"categories":4843},[64],{"categories":4845},[],{"categories":4847},[113],{"categories":4849},[113],{"categories":4851},[64],{"categories":4853},[64],{"categories":4855},[150],{"categories":4857},[],{"categories":4859},[147],{"categories":4861},[],{"categories":4863},[147],{"categories":4865},[64],{"categories":4867},[64],{"categories":4869},[113],{"categories":4871},[64],{"categories":4873},[113],{"categories":4875},[113],{"categories":4877},[],{"categories":4879},[147],{"categories":4881},[64],{"categories":4883},[],{"categories":4885},[64],{"categories":4887},[64],{"categories":4889},[],{"categories":4891},[64],{"categories":4893},[193],{"categories":4895},[125],{"categories":4897},[113],{"categories":4899},[64],{"categories":4901},[64],{"categories":4903},[64],{"categories":4905},[222],{"categories":4907},[64],{"categories":4909},[64],{"categories":4911},[64],{"categories":4913},[103],{"categories":4915},[64],{"categories":4917},[64],{"categories":4919},[],{"categories":4921},[64],{"categories":4923},[64],{"categories":4925},[],{"categories":4927},[103],{"categories":4929},[64],{"categories":4931},[147],{"categories":4933},[125],{"categories":4935},[116],{"categories":4937},[430],{"categories":4939},[64],{"categories":4941},[64],{"categories":4943},[64],{"categories":4945},[125],{"categories":4947},[147],{"categories":4949},[193],{"categories":4951},[64],{"categories":4953},[64],{"categories":4955},[64],{"categories":4957},[64],{"categories":4959},[147],{"categories":4961},[193],{"categories":4963},[64],{"categories":4965},[64],{"categories":4967},[147],{"categories":4969},[193],{"categories":4971},[64],{"categories":4973},[147],{"categories":4975},[64],{"categories":4977},[113],{"categories":4979},[113],{"categories":4981},[113],{"categories":4983},[125],{"categories":4985},[147],{"categories":4987},[113],{"categories":4989},[113],{"categories":4991},[64],{"categories":4993},[125],{"categories":4995},[193],{"categories":4997},[64],{"categories":4999},[64],{"categories":5001},[64],{"categories":5003},[],{"categories":5005},[113],{"categories":5007},[],{"categories":5009},[64],{"categories":5011},[64],{"categories":5013},[],{"categories":5015},[],{"categories":5017},[113],{"categories":5019},[108],{"categories":5021},[113],{"categories":5023},[5024],"Liability & Ethics",{"categories":5026},[64],{"categories":5028},[64],{"categories":5030},[113],{"categories":5032},[103],{"categories":5034},[113],{"categories":5036},[108],{"categories":5038},[222],{"categories":5040},[113],{"categories":5042},[64],{"categories":5044},[64],{"categories":5046},[],{"categories":5048},[521],{"categories":5050},[113],{"categories":5052},[],{"categories":5054},[64],{"categories":5056},[103],{"categories":5058},[113],{"categories":5060},[],{"categories":5062},[113],{"categories":5064},[64],{"categories":5066},[64],{"categories":5068},[125],{"categories":5070},[64],{"categories":5072},[147],{"categories":5074},[64],{"categories":5076},[64],{"categories":5078},[113],{"categories":5080},[64],{"categories":5082},[64],{"categories":5084},[64],{"categories":5086},[147],{"categories":5088},[113],{"categories":5090},[125],{"categories":5092},[193],{"categories":5094},[103],{"categories":5096},[64],{"categories":5098},[64],{"categories":5100},[],{"categories":5102},[113],{"categories":5104},[113],{"categories":5106},[113],{"categories":5108},[430],{"categories":5110},[193],{"categories":5112},[113],{"categories":5114},[259],{"categories":5116},[125],{"categories":5118},[147],{"categories":5120},[64],{"categories":5122},[193],{"categories":5124},[64],{"categories":5126},[103],{"categories":5128},[],{"categories":5130},[113],{"categories":5132},[64],{"categories":5134},[64],{"categories":5136},[64],{"categories":5138},[113],{"categories":5140},[64],{"categories":5142},[193],{"categories":5144},[],{"categories":5146},[113],{"categories":5148},[116],{"categories":5150},[147],{"categories":5152},[113],{"categories":5154},[108],{"categories":5156},[],{"categories":5158},[64],{"categories":5160},[64],{"categories":5162},[116],{"categories":5164},[64],{"categories":5166},[113],{"categories":5168},[147],{"categories":5170},[103],{"categories":5172},[259],{"categories":5174},[64],{"categories":5176},[64],{"categories":5178},[64],{"categories":5180},[147],{"categories":5182},[108],{"categories":5184},[64],{"categories":5186},[193],{"categories":5188},[147],{"categories":5190},[259],{"categories":5192},[64],{"categories":5194},[113],{"categories":5196},[],{"categories":5198},[485],{"categories":5200},[],{"categories":5202},[64],{"categories":5204},[259],{"categories":5206},[64],{"categories":5208},[150],{"categories":5210},[113],{"categories":5212},[113],{"categories":5214},[5215],"Design News & Tools",{"categories":5217},[64],{"categories":5219},[147],{"categories":5221},[64],{"categories":5223},[64],{"categories":5225},[103],{"categories":5227},[64],{"categories":5229},[193],{"categories":5231},[113],{"categories":5233},[113],{"categories":5235},[193],{"categories":5237},[64],{"categories":5239},[430],{"categories":5241},[113],{"categories":5243},[64],{"categories":5245},[64],{"categories":5247},[430],{"categories":5249},[64],{"categories":5251},[222],{"categories":5253},[64],{"categories":5255},[113],{"categories":5257},[],{"categories":5259},[64],{"categories":5261},[64],{"categories":5263},[64],{"categories":5265},[147],{"categories":5267},[103],{"categories":5269},[],{"categories":5271},[64],{"categories":5273},[64],{"categories":5275},[64],{"categories":5277},[125],{"categories":5279},[546],{"categories":5281},[125],{"categories":5283},[193],{"categories":5285},[64],{"categories":5287},[64,113],{"categories":5289},[222,108],{"categories":5291},[125],{"categories":5293},[64],{"categories":5295},[64],{"categories":5297},[64],{"categories":5299},[64],{"categories":5301},[],{"categories":5303},[113],{"categories":5305},[64],{"categories":5307},[],{"categories":5309},[64],{"categories":5311},[125],{"categories":5313},[64],{"categories":5315},[125],{"categories":5317},[],{"categories":5319},[113],{"categories":5321},[64],{"categories":5323},[108],{"categories":5325},[64],{"categories":5327},[147],{"categories":5329},[64],{"categories":5331},[],{"categories":5333},[113],{"categories":5335},[64],{"categories":5337},[],{"categories":5339},[193],{"categories":5341},[64],{"categories":5343},[64],{"categories":5345},[113],{"categories":5347},[64],{"categories":5349},[64],{"categories":5351},[103],{"categories":5353},[113],{"categories":5355},[64],{"categories":5357},[],{"categories":5359},[259],{"categories":5361},[222],{"categories":5363},[108],{"categories":5365},[108],{"categories":5367},[64],{"categories":5369},[103],{"categories":5371},[103],{"categories":5373},[64],{"categories":5375},[113],{"categories":5377},[64],{"categories":5379},[64],{"categories":5381},[64],{"categories":5383},[64],{"categories":5385},[125],{"categories":5387},[64],{"categories":5389},[103],{"categories":5391},[64],{"categories":5393},[113],{"categories":5395},[64],{"categories":5397},[222],{"categories":5399},[64],{"categories":5401},[147],{"categories":5403},[64],{"categories":5405},[64],{"categories":5407},[113],{"categories":5409},[64],{"categories":5411},[113],{"categories":5413},[],{"categories":5415},[125],{"categories":5417},[],{"categories":5419},[125],{"categories":5421},[113],{"categories":5423},[103],{"categories":5425},[],{"categories":5427},[150],{"categories":5429},[259],{"categories":5431},[64],{"categories":5433},[125],{"categories":5435},[64],{"categories":5437},[],{"categories":5439},[147],{"categories":5441},[113],{"categories":5443},[125],{"categories":5445},[193],{"categories":5447},[64],{"categories":5449},[64],{"categories":5451},[113],{"categories":5453},[125],{"categories":5455},[113],{"categories":5457},[147],{"categories":5459},[64],{"categories":5461},[116],{"categories":5463},[103],{"categories":5465},[116],{"categories":5467},[147],{"categories":5469},[64],{"categories":5471},[125],{"categories":5473},[64],{"categories":5475},[193],{"categories":5477},[108],{"categories":5479},[64],{"categories":5481},[64],{"categories":5483},[64],{"categories":5485},[64],{"categories":5487},[64],{"categories":5489},[64],{"categories":5491},[113],{"categories":5493},[64],{"categories":5495},[113],{"categories":5497},[64],{"categories":5499},[64],{"categories":5501},[103],{"categories":5503},[64],{"categories":5505},[113],{"categories":5507},[113],{"categories":5509},[193],{"categories":5511},[113],{"categories":5513},[113],{"categories":5515},[103],{"categories":5517},[113],{"categories":5519},[193],{"categories":5521},[],{"categories":5523},[64],{"categories":5525},[150],{"categories":5527},[430],{"categories":5529},[64],{"categories":5531},[64],{"categories":5533},[64],{"categories":5535},[125],{"categories":5537},[64],{"categories":5539},[],{"categories":5541},[64],{"categories":5543},[113],{"categories":5545},[64],{"categories":5547},[222],{"categories":5549},[64],{"categories":5551},[147],{"categories":5553},[113],{"categories":5555},[64],{"categories":5557},[222],{"categories":5559},[113],{"categories":5561},[108],{"categories":5563},[108],{"categories":5565},[64],{"categories":5567},[64],{"categories":5569},[64],{"categories":5571},[64],{"categories":5573},[64],{"categories":5575},[103],{"categories":5577},[],{"categories":5579},[64],{"categories":5581},[64],{"categories":5583},[113],{"categories":5585},[113],{"categories":5587},[64],{"categories":5589},[64],{"categories":5591},[64],{"categories":5593},[125],{"categories":5595},[],{"categories":5597},[103],{"categories":5599},[64],{"categories":5601},[64],{"categories":5603},[113],{"categories":5605},[113],{"categories":5607},[],{"categories":5609},[125],{"categories":5611},[125],{"categories":5613},[64],{"categories":5615},[222],{"categories":5617},[108],{"categories":5619},[193],{"categories":5621},[],{"categories":5623},[64],{"categories":5625},[113],{"categories":5627},[103],{"categories":5629},[64],{"categories":5631},[64],{"categories":5633},[125],{"categories":5635},[103],{"categories":5637},[64],{"categories":5639},[64],{"categories":5641},[147],{"categories":5643},[150],{"categories":5645},[147],{"categories":5647},[113],{"categories":5649},[64],{"categories":5651},[],{"categories":5653},[147],{"categories":5655},[113],{"categories":5657},[193],{"categories":5659},[150],{"categories":5661},[64],{"categories":5663},[64],{"categories":5665},[],{"categories":5667},[113],{"categories":5669},[113],{"categories":5671},[113],{"categories":5673},[2925],{"categories":5675},[147],{"categories":5677},[64],{"categories":5679},[125],{"categories":5681},[64],{"categories":5683},[64],{"categories":5685},[64],{"categories":5687},[64],{"categories":5689},[108],{"categories":5691},[64],{"categories":5693},[103],{"categories":5695},[1686],{"categories":5697},[259],{"categories":5699},[103],{"categories":5701},[],{"categories":5703},[64],{"categories":5705},[],{"categories":5707},[147],{"categories":5709},[113],{"categories":5711},[193],{"categories":5713},[64],{"categories":5715},[64],{"categories":5717},[147],{"categories":5719},[],{"categories":5721},[113],{"categories":5723},[113],{"categories":5725},[113],{"categories":5727},[],{"categories":5729},[64],{"categories":5731},[],{"categories":5733},[147],{"categories":5735},[103],{"categories":5737},[193],{"categories":5739},[64],{"categories":5741},[113],{"categories":5743},[147],{"categories":5745},[64],{"categories":5747},[147],{"categories":5749},[],{"categories":5751},[147],{"categories":5753},[103],{"categories":5755},[430],{"categories":5757},[113],{"categories":5759},[64],{"categories":5761},[],{"categories":5763},[125],{"categories":5765},[113],{"categories":5767},[116],{"categories":5769},[113],{"categories":5771},[103],{"categories":5773},[],{"categories":5775},[],{"categories":5777},[],{"categories":5779},[193],{"categories":5781},[113],{"categories":5783},[64],{"categories":5785},[64],{"categories":5787},[],{"categories":5789},[],{"categories":5791},[],{"categories":5793},[64],{"categories":5795},[193],{"categories":5797},[64],{"categories":5799},[],{"categories":5801},[113],{"categories":5803},[64],{"categories":5805},[64],{"categories":5807},[103],{"categories":5809},[],{"categories":5811},[],{"categories":5813},[64],{"categories":5815},[193],{"categories":5817},[64],{"categories":5819},[147],{"categories":5821},[],{"categories":5823},[64],{"categories":5825},[222],{"categories":5827},[147],{"categories":5829},[222],{"categories":5831},[150],{"categories":5833},[64],{"categories":5835},[64],{"categories":5837},[],{"categories":5839},[],{"categories":5841},[113],{"categories":5843},[],{"categories":5845},[64],{"categories":5847},[430],{"categories":5849},[64],{"categories":5851},[64],{"categories":5853},[64],{"categories":5855},[64],{"categories":5857},[],{"categories":5859},[113],{"categories":5861},[64],{"categories":5863},[64],{"categories":5865},[],{"categories":5867},[113],{"categories":5869},[64],{"categories":5871},[147],{"categories":5873},[64],{"categories":5875},[222],{"categories":5877},[108],{"categories":5879},[64],{"categories":5881},[64],{"categories":5883},[113],{"categories":5885},[150],{"categories":5887},[113],{"categories":5889},[113],{"categories":5891},[],{"categories":5893},[113],{"categories":5895},[],{"categories":5897},[64],{"categories":5899},[],{"categories":5901},[147],{"categories":5903},[108],{"categories":5905},[],{"categories":5907},[64],{"categories":5909},[64],{"categories":5911},[],{"categories":5913},[193],{"categories":5915},[103],{"categories":5917},[],{"categories":5919},[108],{"categories":5921},[222],{"categories":5923},[64],{"categories":5925},[125],{"categories":5927},[103],{"categories":5929},[150],{"categories":5931},[108],{"categories":5933},[125],{"categories":5935},[113],{"categories":5937},[125],{"categories":5939},[],{"categories":5941},[64],{"categories":5943},[116],{"categories":5945},[64],{"categories":5947},[],{"categories":5949},[113],{"categories":5951},[103],{"categories":5953},[193],{"categories":5955},[64],{"categories":5957},[103],{"categories":5959},[113],{"categories":5961},[259],{"categories":5963},[64],{"categories":5965},[64],{"categories":5967},[64],{"categories":5969},[103],{"categories":5971},[150],{"categories":5973},[113],{"categories":5975},[],{"categories":5977},[64],{"categories":5979},[64],{"categories":5981},[64],{"categories":5983},[125],{"categories":5985},[113],{"categories":5987},[147],{"categories":5989},[125],{"categories":5991},[64],{"categories":5993},[116],{"categories":5995},[],{"categories":5997},[193],{"categories":5999},[125],{"categories":6001},[147],{"categories":6003},[103],{"categories":6005},[113],{"categories":6007},[64],{"categories":6009},[64],{"categories":6011},[113],{"categories":6013},[116],{"categories":6015},[64],{"categories":6017},[113],{"categories":6019},[64],{"categories":6021},[108],{"categories":6023},[113],{"categories":6025},[113,259],{"categories":6027},[64],{"categories":6029},[64],{"categories":6031},[113],{"categories":6033},[125],{"categories":6035},[64],{"categories":6037},[64],{"categories":6039},[150],{"categories":6041},[113],{"categories":6043},[222],{"categories":6045},[113],{"categories":6047},[108],{"categories":6049},[],{"categories":6051},[113],{"categories":6053},[64],{"categories":6055},[108],{"categories":6057},[],{"categories":6059},[],{"categories":6061},[125],{"categories":6063},[64],{"categories":6065},[64],{"categories":6067},[113],{"categories":6069},[150],{"categories":6071},[222],{"categories":6073},[64],{"categories":6075},[64],{"categories":6077},[113],{"categories":6079},[],{"categories":6081},[113],{"categories":6083},[147],{"categories":6085},[113],{"categories":6087},[64],{"categories":6089},[],{"categories":6091},[147],{"categories":6093},[125],{"categories":6095},[2925],{"categories":6097},[103],{"categories":6099},[125],{"categories":6101},[64],{"categories":6103},[113],{"categories":6105},[64],{"categories":6107},[64],{"categories":6109},[222],{"categories":6111},[125],{"categories":6113},[],{"categories":6115},[147],{"categories":6117},[64],{"categories":6119},[],{"categories":6121},[113],{"categories":6123},[64],{"categories":6125},[64],{"categories":6127},[64],{"categories":6129},[64],{"categories":6131},[113],{"categories":6133},[64],{"categories":6135},[64],{"categories":6137},[116],{"categories":6139},[64],{"categories":6141},[113],{"categories":6143},[64],{"categories":6145},[64],{"categories":6147},[64],{"categories":6149},[64],{"categories":6151},[64],{"categories":6153},[64],{"categories":6155},[64],{"categories":6157},[108],{"categories":6159},[],{"categories":6161},[116],{"categories":6163},[147],{"categories":6165},[113],{"categories":6167},[64],{"categories":6169},[125],{"categories":6171},[],{"categories":6173},[125],{"categories":6175},[125],{"categories":6177},[113],{"categories":6179},[125],{"categories":6181},[64],{"categories":6183},[64],{"categories":6185},[64],{"categories":6187},[113],{"categories":6189},[125],{"categories":6191},[64],{"categories":6193},[64],{"categories":6195},[64],{"categories":6197},[113],{"categories":6199},[147],{"categories":6201},[64],{"categories":6203},[64],{"categories":6205},[64],{"categories":6207},[108],{"categories":6209},[64],{"categories":6211},[113],{"categories":6213},[193],{"categories":6215},[],{"categories":6217},[64],{"categories":6219},[150],{"categories":6221},[113],{"categories":6223},[64],{"categories":6225},[64],{"categories":6227},[],{"categories":6229},[64],{"categories":6231},[64],{"categories":6233},[147],{"categories":6235},[64],{"categories":6237},[64],{"categories":6239},[113],{"categories":6241},[222],{"categories":6243},[],{"categories":6245},[],{"categories":6247},[125],{"categories":6249},[64],{"categories":6251},[147],{"categories":6253},[64],{"categories":6255},[125],{"categories":6257},[147],{"categories":6259},[64],{"categories":6261},[222],{"categories":6263},[150],{"categories":6265},[64],{"categories":6267},[64],{"categories":6269},[103],{"categories":6271},[113],{"categories":6273},[64],{"categories":6275},[64],{"categories":6277},[113],{"categories":6279},[113],{"categories":6281},[64],{"categories":6283},[108],{"categories":6285},[],{"categories":6287},[150],{"categories":6289},[64],{"categories":6291},[],{"categories":6293},[147],{"categories":6295},[64],{"categories":6297},[150],{"categories":6299},[64],{"categories":6301},[125],{"categories":6303},[125],{"categories":6305},[125],{"categories":6307},[113],{"categories":6309},[113],{"categories":6311},[64],{"categories":6313},[113],{"categories":6315},[64],{"categories":6317},[64],{"categories":6319},[193],{"categories":6321},[150],{"categories":6323},[150],{"categories":6325},[],{"categories":6327},[147],{"categories":6329},[64],{"categories":6331},[64],{"categories":6333},[125],{"categories":6335},[],{"categories":6337},[147],{"categories":6339},[147],{"categories":6341},[147],{"categories":6343},[],{"categories":6345},[113],{"categories":6347},[64],{"categories":6349},[],{"categories":6351},[103],{"categories":6353},[108],{"categories":6355},[],{"categories":6357},[64],{"categories":6359},[64],{"categories":6361},[],{"categories":6363},[125],{"categories":6365},[],{"categories":6367},[],{"categories":6369},[],{"categories":6371},[],{"categories":6373},[64],{"categories":6375},[147],{"categories":6377},[],{"categories":6379},[],{"categories":6381},[64],{"categories":6383},[64],{"categories":6385},[64],{"categories":6387},[150],{"categories":6389},[64],{"categories":6391},[150],{"categories":6393},[],{"categories":6395},[150],{"categories":6397},[150],{"categories":6399},[259],{"categories":6401},[113],{"categories":6403},[125],{"categories":6405},[],{"categories":6407},[],{"categories":6409},[150],{"categories":6411},[125],{"categories":6413},[125],{"categories":6415},[125],{"categories":6417},[],{"categories":6419},[103],{"categories":6421},[125],{"categories":6423},[125],{"categories":6425},[103],{"categories":6427},[125],{"categories":6429},[108],{"categories":6431},[125],{"categories":6433},[125],{"categories":6435},[125],{"categories":6437},[150],{"categories":6439},[147],{"categories":6441},[147],{"categories":6443},[64],{"categories":6445},[125],{"categories":6447},[150],{"categories":6449},[259],{"categories":6451},[150],{"categories":6453},[150],{"categories":6455},[150],{"categories":6457},[],{"categories":6459},[108],{"categories":6461},[],{"categories":6463},[259],{"categories":6465},[125],{"categories":6467},[125],{"categories":6469},[125],{"categories":6471},[113],{"categories":6473},[147,108],{"categories":6475},[150],{"categories":6477},[],{"categories":6479},[],{"categories":6481},[150],{"categories":6483},[],{"categories":6485},[150],{"categories":6487},[147],{"categories":6489},[113],{"categories":6491},[],{"categories":6493},[125],{"categories":6495},[64],{"categories":6497},[193],{"categories":6499},[],{"categories":6501},[64],{"categories":6503},[],{"categories":6505},[147],{"categories":6507},[103],{"categories":6509},[150],{"categories":6511},[],{"categories":6513},[125],{"categories":6515},[147],[6517,6574,6642,6715],{"id":6518,"title":6519,"ai":6520,"body":6525,"categories":6553,"created_at":65,"date_modified":65,"description":57,"extension":66,"faq":65,"featured":67,"kicker_label":65,"meta":6554,"navigation":81,"path":6564,"published_at":6565,"question":65,"scraped_at":6565,"seo":6566,"sitemap":6567,"source_id":6568,"source_name":87,"source_type":88,"source_url":6560,"stem":6569,"tags":6570,"thumbnail_url":65,"tldr":6571,"tweet":65,"unknown_tags":6572,"__hash__":6573},"summaries\u002Fsummaries\u002F3e5bbba96a6cde57-governed-persistent-memory-for-long-horizon-ai-age-summary.md","Governed Persistent Memory for Long-Horizon AI Agents",{"provider":7,"model":8,"input_tokens":6521,"output_tokens":6522,"processing_time_ms":6523,"cost_usd":6524},4084,494,2547,0.001762,{"type":14,"value":6526,"toc":6548},[6527,6531,6534,6538,6541,6545],[17,6528,6530],{"id":6529},"source-bound-state-semantics","Source-Bound State Semantics",[22,6532,6533],{},"The paper addresses the critical challenge of memory management in long-horizon AI agents, where standard context windows or unstructured vector databases often lead to state corruption or hallucination over time. The authors propose 'Source-Bound State Semantics,' a method that enforces strict provenance on memory entries. By binding memory states to their specific origin or 'source,' the system ensures that the agent can track the validity and context of information, preventing the cross-contamination of data that frequently occurs in long-running autonomous tasks.",[17,6535,6537],{"id":6536},"fail-closed-release-mechanisms","Fail-Closed Release Mechanisms",[22,6539,6540],{},"To mitigate the risks associated with autonomous agents operating over extended periods, the authors introduce a 'fail-closed' release architecture. Unlike traditional systems that might continue operating on stale or potentially compromised memory, this approach mandates that if the memory governance layer cannot verify the integrity or provenance of a state, the system defaults to a 'closed' or restricted state. This safety-first design ensures that agents do not propagate errors or make decisions based on unverified information, providing a robust guardrail for complex, multi-step agentic workflows.",[17,6542,6544],{"id":6543},"performance-and-evaluation","Performance and Evaluation",[22,6546,6547],{},"The framework was evaluated through a sealed end-to-end governed-memory service. The researchers compared their governed approach against an ungoverned local Qwen2.5-7B model. The results demonstrate that the governed memory architecture significantly improves the reliability of long-horizon tasks, effectively reducing the drift and error rates inherent in standard persistent memory implementations. The study includes 11 tables and 2 figures detailing the performance metrics, confirming that the overhead of governance is justified by the increase in task success rates and state consistency.",{"title":57,"searchDepth":58,"depth":58,"links":6549},[6550,6551,6552],{"id":6529,"depth":58,"text":6530},{"id":6536,"depth":58,"text":6537},{"id":6543,"depth":58,"text":6544},[64],{"content_references":6555,"triage":6561},[6556],{"type":6557,"title":6558,"author":6559,"url":6560,"context":74},"other","Governed Persistent Memory: Source-Bound State Semantics and Fail-Closed Release for Long-Horizon Agents","arXiv:2608.12476","https:\u002F\u002Farxiv.org\u002Fabs\u002F2608.12476",{"relevance":77,"novelty":77,"quality":77,"actionability":58,"composite":6562,"reasoning":6563},3.6,"Category: AI & LLMs. The article presents a novel framework for improving memory management in long-horizon AI agents, addressing a specific pain point related to reliability and safety. However, while it offers valuable insights and evaluation results, it lacks practical, actionable steps that the audience can directly implement.","\u002Fsummaries\u002F3e5bbba96a6cde57-governed-persistent-memory-for-long-horizon-ai-age-summary","2026-08-15 03:11:02",{"title":6519,"description":57},{"loc":6564},"3e5bbba96a6cde57","summaries\u002F3e5bbba96a6cde57-governed-persistent-memory-for-long-horizon-ai-age-summary",[92,91,93,94],"This research introduces a 'Governed Persistent Memory' framework that uses source-bound state semantics and fail-closed release mechanisms to improve reliability and safety in long-horizon AI agents.",[],"kmOOYVJstH1ceg3JtdwfF1Ok9X_OQl-0qpzojWZPipw",{"id":6575,"title":6576,"ai":6577,"body":6582,"categories":6624,"created_at":65,"date_modified":65,"description":57,"extension":66,"faq":65,"featured":67,"kicker_label":65,"meta":6625,"navigation":81,"path":6632,"published_at":6633,"question":65,"scraped_at":6633,"seo":6634,"sitemap":6635,"source_id":6636,"source_name":87,"source_type":88,"source_url":6629,"stem":6637,"tags":6638,"thumbnail_url":65,"tldr":6639,"tweet":65,"unknown_tags":6640,"__hash__":6641},"summaries\u002Fsummaries\u002Fe3ea631ac3d2ea7b-automating-process-engineering-diagrams-with-llms-summary.md","Automating Process Engineering Diagrams with LLMs",{"provider":7,"model":8,"input_tokens":6578,"output_tokens":6579,"processing_time_ms":6580,"cost_usd":6581},4036,463,2263,0.0017035,{"type":14,"value":6583,"toc":6619},[6584,6588,6591,6595,6598,6612,6616],[17,6585,6587],{"id":6586},"multi-agent-frameworks-for-engineering-diagrams","Multi-Agent Frameworks for Engineering Diagrams",[22,6589,6590],{},"The research introduces a systematic approach to automating the creation and validation of complex engineering diagrams, specifically Process Flow Diagrams (PFDs) and Piping and Instrumentation Diagrams (P&IDs). By leveraging multi-agent systems, the authors address the high error rates and time-intensive nature of manual drafting in process engineering. The framework utilizes LLMs to interpret engineering requirements and translate them into structured, compliant diagrams.",[17,6592,6594],{"id":6593},"from-conceptual-design-to-technical-validation","From Conceptual Design to Technical Validation",[22,6596,6597],{},"The process is divided into two primary stages:",[33,6599,6600,6606],{},[36,6601,6602,6605],{},[39,6603,6604],{},"Optimal PFD Generation:"," The system acts as a conceptual engine, translating high-level process requirements into logical flow diagrams. This stage focuses on identifying the necessary equipment, stream connections, and operational logic required to meet specific production goals.",[36,6607,6608,6611],{},[39,6609,6610],{},"Validated P&ID Synthesis:"," Once the PFD is established, the system transitions to the more granular P&ID phase. This involves adding instrumentation, control loops, and piping specifications. The validation layer is critical here; the agents cross-reference the generated diagrams against industry standards and safety protocols to ensure the output is technically viable and compliant with engineering regulations.",[17,6613,6615],{"id":6614},"addressing-engineering-complexity","Addressing Engineering Complexity",[22,6617,6618],{},"The core challenge addressed is the translation of unstructured natural language requirements into highly structured, domain-specific visual data. By employing a multi-agent architecture, the system can perform iterative checks—where one agent proposes a design and another acts as a 'validator' to catch inconsistencies or missing safety instrumentation. This approach significantly reduces the cognitive load on human engineers and minimizes the risk of downstream errors in plant design.",{"title":57,"searchDepth":58,"depth":58,"links":6620},[6621,6622,6623],{"id":6586,"depth":58,"text":6587},{"id":6593,"depth":58,"text":6594},{"id":6614,"depth":58,"text":6615},[64],{"content_references":6626,"triage":6630},[6627],{"type":71,"title":6628,"url":6629,"context":74},"LLMs in Process Diagram Engineering: From Optimal PFDs to Validated P&IDs","https:\u002F\u002Farxiv.org\u002Fabs\u002F2608.11220",{"relevance":76,"novelty":77,"quality":77,"actionability":78,"composite":79,"reasoning":6631},"Category: AI & LLMs. The article presents a novel multi-agent framework for automating engineering diagrams, directly addressing the pain point of manual drafting errors in process engineering. It offers insights into the practical application of LLMs in generating and validating complex diagrams, although it lacks detailed actionable steps for implementation.","\u002Fsummaries\u002Fe3ea631ac3d2ea7b-automating-process-engineering-diagrams-with-llms-summary","2026-08-14 03:21:15",{"title":6576,"description":57},{"loc":6632},"e3ea631ac3d2ea7b","summaries\u002Fe3ea631ac3d2ea7b-automating-process-engineering-diagrams-with-llms-summary",[91,92,93,94],"This research explores a multi-agent framework for generating and validating Process Flow Diagrams (PFDs) and Piping and Instrumentation Diagrams (P&IDs) using LLMs to reduce manual engineering errors.",[],"XP95KgSd_cxZgejHcqQFx7Fp9mYJKChhtSrtuOtT9Qw",{"id":6643,"title":6644,"ai":6645,"body":6650,"categories":6694,"created_at":65,"date_modified":65,"description":57,"extension":66,"faq":65,"featured":67,"kicker_label":65,"meta":6695,"navigation":81,"path":6705,"published_at":6706,"question":65,"scraped_at":6706,"seo":6707,"sitemap":6708,"source_id":6709,"source_name":87,"source_type":88,"source_url":6700,"stem":6710,"tags":6711,"thumbnail_url":65,"tldr":6712,"tweet":65,"unknown_tags":6713,"__hash__":6714},"summaries\u002Fsummaries\u002F3e2c545fc689a887-skilltrace-auditing-provenance-in-llm-agent-skill--summary.md","SkillTrace: Auditing Provenance in LLM-Agent Skill Reuse",{"provider":7,"model":8,"input_tokens":6646,"output_tokens":6647,"processing_time_ms":6648,"cost_usd":6649},4031,476,2701,0.00172175,{"type":14,"value":6651,"toc":6690},[6652,6656,6659,6663,6666,6687],[17,6653,6655],{"id":6654},"the-challenge-of-skill-provenance-in-agentic-workflows","The Challenge of Skill Provenance in Agentic Workflows",[22,6657,6658],{},"As LLM agents become more sophisticated, they increasingly rely on 'skill reuse'—the ability to leverage previously learned or stored procedures to solve new tasks. However, this capability introduces a significant 'black box' problem: when an agent executes a complex task using a library of skills, it becomes difficult to trace which specific prior experiences or training traces informed the current decision-making process. SkillTrace addresses this by implementing a multi-trace provenance auditing system, allowing developers and researchers to map the lineage of agentic actions back to their source traces.",[17,6660,6662],{"id":6661},"multi-trace-auditing-architecture","Multi-Trace Auditing Architecture",[22,6664,6665],{},"SkillTrace functions by capturing and indexing execution traces during the agent's learning phase. When an agent attempts to reuse a skill, the system performs a provenance check that correlates the current context with the historical data that originally generated the skill. This allows for:",[6667,6668,6669,6675,6681],"ul",{},[36,6670,6671,6674],{},[39,6672,6673],{},"Attribution:"," Identifying which specific past interaction or training data point contributed to a particular skill's current implementation.",[36,6676,6677,6680],{},[39,6678,6679],{},"Verification:"," Ensuring that the reused skill is being applied in a context consistent with its original intent, reducing the risk of 'hallucinated' or misapplied capabilities.",[36,6682,6683,6686],{},[39,6684,6685],{},"Debugging:"," Providing a clear audit trail when an agent fails, enabling developers to see if the error originated from the base skill or the current execution context.",[22,6688,6689],{},"By moving beyond simple skill storage to a provenance-aware architecture, SkillTrace provides a necessary layer of accountability for autonomous systems operating in complex, multi-step environments.",{"title":57,"searchDepth":58,"depth":58,"links":6691},[6692,6693],{"id":6654,"depth":58,"text":6655},{"id":6661,"depth":58,"text":6662},[64],{"content_references":6696,"triage":6702},[6697],{"type":71,"title":6698,"author":6699,"url":6700,"context":6701},"SkillTrace: Multi-Trace Provenance Auditing for LLM-Agent Skill Reuse","Unknown","https:\u002F\u002Farxiv.org\u002Fabs\u002F2608.05204","reviewed",{"relevance":77,"novelty":77,"quality":77,"actionability":78,"composite":6703,"reasoning":6704},3.8,"Category: AI & LLMs. The article discusses a framework for auditing skill reuse in LLM agents, addressing a specific pain point of transparency and accountability in AI systems. It presents a novel approach to skill provenance that could be beneficial for developers working with LLMs, although it lacks detailed actionable steps for implementation.","\u002Fsummaries\u002F3e2c545fc689a887-skilltrace-auditing-provenance-in-llm-agent-skill-summary","2026-08-08 03:10:10",{"title":6644,"description":57},{"loc":6705},"3e2c545fc689a887","summaries\u002F3e2c545fc689a887-skilltrace-auditing-provenance-in-llm-agent-skill--summary",[91,92,93,94],"SkillTrace provides a framework for auditing the provenance of skills reused by LLM agents, ensuring transparency and accountability when agents leverage previously learned capabilities across multiple execution traces.",[],"gZzj6oLNpYpExZn3V0MZMMWkEOx3ESBTSqm4_1-lMVY",{"id":6716,"title":6717,"ai":6718,"body":6722,"categories":6765,"created_at":65,"date_modified":65,"description":57,"extension":66,"faq":65,"featured":67,"kicker_label":65,"meta":6766,"navigation":81,"path":6774,"published_at":6775,"question":65,"scraped_at":6775,"seo":6776,"sitemap":6777,"source_id":6778,"source_name":87,"source_type":88,"source_url":6770,"stem":6779,"tags":6780,"thumbnail_url":65,"tldr":6781,"tweet":65,"unknown_tags":6782,"__hash__":6783},"summaries\u002Fsummaries\u002Ff9aaa7e7abd10818-finperma-a-new-benchmark-for-personalized-llm-agen-summary.md","FinPerMA: A New Benchmark for Personalized LLM Agent Memory",{"provider":7,"model":8,"input_tokens":6719,"output_tokens":6522,"processing_time_ms":6720,"cost_usd":6721},4040,3028,0.001751,{"type":14,"value":6723,"toc":6761},[6724,6728,6731,6735,6738,6758],[17,6725,6727],{"id":6726},"the-need-for-personalized-memory-in-financial-agents","The Need for Personalized Memory in Financial Agents",[22,6729,6730],{},"Existing benchmarks for LLM agents often fail to capture the nuances of long-term, personalized memory—a critical requirement for financial applications where agents must track individual user history, preferences, and specific life events over time. FinPerMA (Financial Personalized-Memory Agent) addresses this gap by grounding agent evaluation in psychological theories of memory, specifically focusing on how agents retrieve and synthesize information from a user's unique financial timeline.",[17,6732,6734],{"id":6733},"benchmark-architecture-and-evaluation","Benchmark Architecture and Evaluation",[22,6736,6737],{},"FinPerMA moves beyond simple retrieval tasks by requiring agents to demonstrate 'event-grounded' reasoning. The benchmark tests an agent's ability to:",[6667,6739,6740,6746,6752],{},[36,6741,6742,6745],{},[39,6743,6744],{},"Maintain Contextual Continuity:"," Track financial events (e.g., income changes, major purchases, investment shifts) across long interaction histories.",[36,6747,6748,6751],{},[39,6749,6750],{},"Apply Personalized Logic:"," Use stored user-specific data to provide tailored financial advice rather than generic, one-size-fits-all responses.",[36,6753,6754,6757],{},[39,6755,6756],{},"Handle Memory Decay and Updates:"," Correctly update the agent's internal 'state' when new information contradicts or updates previous user data.",[22,6759,6760],{},"By grounding the benchmark in theory, the researchers aim to move the field toward agents that function more like long-term financial assistants rather than stateless query-response engines. The benchmark provides a structured framework for measuring how effectively an agent can navigate the trade-offs between memory capacity, retrieval accuracy, and the synthesis of personalized financial narratives.",{"title":57,"searchDepth":58,"depth":58,"links":6762},[6763,6764],{"id":6726,"depth":58,"text":6727},{"id":6733,"depth":58,"text":6734},[64],{"content_references":6767,"triage":6771},[6768],{"type":71,"title":6769,"url":6770,"context":74},"FinPerMA: A Theory-Informed, Event-Grounded Personalized-Memory Benchmark for LLM Agents","https:\u002F\u002Farxiv.org\u002Fabs\u002F2608.04095",{"relevance":78,"novelty":77,"quality":77,"actionability":58,"composite":6772,"reasoning":6773},3.25,"Category: AI & LLMs. The article introduces a new benchmark for evaluating LLM agents in financial contexts, addressing a specific gap in personalized memory, which is relevant to AI engineering. However, it lacks practical applications or frameworks that the audience can directly implement.","\u002Fsummaries\u002Ff9aaa7e7abd10818-finperma-a-new-benchmark-for-personalized-llm-agen-summary","2026-08-07 03:11:44",{"title":6717,"description":57},{"loc":6774},"f9aaa7e7abd10818","summaries\u002Ff9aaa7e7abd10818-finperma-a-new-benchmark-for-personalized-llm-agen-summary",[91,92,94,93],"FinPerMA is a theory-informed, event-grounded benchmark designed to evaluate how well LLM agents maintain and utilize personalized, long-term memory in financial contexts.",[],"N7BBJ5TIJoRluq20fePIDwLB-5gH9s0SdKWu3kLlY7s"]